{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From dogs and cats, to pet breeds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai2.vision.all import *\n",
    "path = untar_data(URLs.PETS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#3) [Path('annotations'),Path('images'),Path('models')]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#7394) [Path('images/great_pyrenees_173.jpg'),Path('images/wheaten_terrier_46.jpg'),Path('images/Ragdoll_262.jpg'),Path('images/german_shorthaired_3.jpg'),Path('images/american_bulldog_196.jpg'),Path('images/boxer_188.jpg'),Path('images/staffordshire_bull_terrier_173.jpg'),Path('images/basset_hound_71.jpg'),Path('images/staffordshire_bull_terrier_37.jpg'),Path('images/yorkshire_terrier_18.jpg')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(path/\"images\").ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fname = (path/\"images\").ls()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['great_pyrenees']"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall(r'(.+)_\\d+.jpg$', fname.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pets = DataBlock(blocks = (ImageBlock, CategoryBlock),\n",
    "                 get_items=get_image_files, \n",
    "                 splitter=RandomSplitter(seed=42),\n",
    "                 get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'),\n",
    "                 item_tfms=RandomResizedCrop(460),\n",
    "                 batch_tfms=aug_transforms(size=224, min_scale=0.75))\n",
    "dls = pets.dataloaders(path/\"images\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Presizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ryz/WIzVTjSBVEZWNvWmshGx0q4jZ2IoX5kaRL//ZbvifU9tO2/MvpdHxuS+kmFmmO7TWxtwNA+s0Nlo2r2heKGmhxJkaa0uwTEuwtP40Y/Sz+zzWBe+/Qjkj9pbO9MS6EnMia+Gue8v5csZJoAsD5/lEyRUcvD+85bpcsdXTaeDKleB79v5IYWFaZqwzWOOoYlnyxBD2UIWYIs4FjLEosK6ZWi37bofBYMTgjeXXh3veWzhkS50i4+PIsirVD/iuR6yDGhFNiPGUEilxxTrfMqu4MF9OoIrveiqGIoZuP2D373DeYx0/XkstlBjJ00ieLzz/8SOgGCekmMhrYjxfmK9X5unCPC8YZ5izBamUWjHTlboqPgSMC/jdHq2Gwg0lV7QmXAhcU0Kk0K8jTjy9rdQby/HdG84fIKaKXSvdbSDsBvrBo3VlHS88fvcD548fsSGw/2pkuL8lm0pxhvkyw2kh9J5sLeOyIFjsI2ge8buOecxMvrKMJ2RJVIR9TvR3Fbd7wzD0gKWqYEUpacfx7o5/99/81/zwxz9y+f47rmZHXq84MuIdYjtC2GgPlM5VkoN912FqYRxXznNhnCpBhT99f6aoYEJHUkdSJZZETImiYK0QOsPNzoAxRBy5GsZxZbAVZ5Vc4DpX9t2OUAt5jszPhqc6Qa3MU+L8w+85v33AOIMb7kjrr4nLSjf0OO8Y9ju6PtANHV3wGFFU63ZYts2rWui7/yQM+88a1tqW9VvBWENNyhojJRdyUVLKiLXk0jTjUgXvbKNiN6q0lkyJqVGwyVODb5SpcdS6fqH8xDlKrdScWzVlCtiCMZb+/kjoura/pO1nIzMiESgoqckhxmLE4pxrAGYN1oILFu8DxnUUHFqFHAvLXEhrRrTgfKOcEUXFUGpt1dFWsaVckVRhWrHOsOstIdxhfcD4xqgYY5qeSKXksoFjYxgExYjinLRK21lKqg1ocsFYh+3CpsW2g7hoZk1KWgs1ZwwV7zfmggZstdR2+PNnwFVzo2830CzaEjZo1KpqAz8FghVcMBgVqkJ60XOLUK0SFF7UwQb6DeTLBp65aqOAYySnSPGOWhK1eGrJ7fnnRBW7yRa63ZNtTxQ2vwANVMVsmvRWPdYCVUAahQ8vCYnZqFfbvtdKyq1K1C9a+Iu+KVuC0taPoMbgHKhaVD0pVZbpBgAfPPvDnrhM5LiQ1oU4X1nHC8so1BIx1Lb2tIHuT8XPU7K7HofBG5hTywYDA9lVjmbgHz/8jtPpEzeHOy7zM5fpmbfHX7DIxGAOfJi+Z5A9kYLrHHfDPZf5hA3C4/XC+69+TUfPnx7/QIqRXx1/xW//8FsqBTTRdwO/ev8bHs8feHv4mjvf825/5NYIkhIH2yNLoswj4/VKVMXf3rF79wswXct648zlhw84D/1NT14yVKXGyPXpE9PlRFIh7O45vHnPzbuvocLd/Z7+cGyaxXhh+fwdQiHPV6bPn1ieTzw9jaw5MY0zrq6UmMAFCsoSM+NcMFax+x1xSdSUSbFwON5wPi+oTtz98j3f/O1/RegGvIV4PUH+jKsr6wjPceJ4d0CTQky8/9U33P/yWz7/8Qesy4TjAWcN+XphPD1yfX7k6XTlD99dQBT3h++5e7vj+P49ay08nmd+/3ff04VIUc+5Wm4fdlwFHn//iTqe8NZQv3mHP3S44Y78hw8c74+8/fZbbn/zt7jdPcYEjDiqKewGx/7br7l995YSI9/8zb/D7zqmpx+wkrm9O6BxJZ0/I0aYP58Qq/zim68w4vnuj9/zcaysRVAN7HrPH08Lg1OGklCrVG/I1VOrocaIr3A3WJwxPC+VcZ0pZeIwePQY8F2HrhPreubcDfybb+7Yh4KtF5Z5bZuuROzymfmHH6gY1hT4+Hf/vgFk3+O7gbC/Ybh54OHrX3Lz5g4fPH3vqHklrQuaE5TM3X/79X8ijP3niyF4im3mCYxQpZKWBERyXCllJqtyuVw4n68M+wO73UAfLJIjUguWinVgrEKJ5FnQnKiNh8WgVAWNTUcsOVFLoVSlAN0wYN89ELpAF3q60NENA10/Mo9LO6hrYbffNfrNNrA0IWC8w9pG8cUkzOtCflqoubTKTONGvzuqKuua2mGN4fl0ZZnmphnmwros5FwaWB72SH8E82JWqhgjlKxAQazivcF1Qs2VNM2UZabk2MCwKIZCroWcKprbwd4fb0GEWivO262atizeMY8TyziScsS+VLHSQKwopFqIaWWNM8u6sCyRGHNTBIxpVOUGFpua2JK3nDFOsGJBDFWEVGr7rGScjQ3MRBDbGBJVS9UGxDEr05IQruyHgBXTQAmDDx7jHeoc1oHUimqipAkwreqzjlwyGMGoNu2SBmi1Vsix0aHIRsNCqy43ndsHGixpS9QwaGl6qL4YyKDR86ZVoY32bVUq0upSZy1v399xc3doxUwuLVFaE8s0M56eOX/+zOXxM9PTd+R1psSZnCLk+JN76GcBs3d7puXM/SHh/YFUC1ULYKhVua7NnalArgnUsB8OpDRxXk+ogg8dJS/s+wMWS9bMrX/Lp/Uzgx+IU6TkjEHIMZNzwliLmJbddrbDiuX9fs9d6Hg33BDWhCkGiYmSM8s0U/CoqW3zpCv7Nx3e74lXiPOF69OJy+cP2DBszFplvK5czzMpK7f9Lb7z+N7iw65RQDVjae7AGmfKemU5nxlPz1yfzoyXmaiwrJX5PLKumRg/4rwSdntM6NE0c/PwHsxXXJ4X8jzTHY/gAjnPVBWESrfrYZ3RYohjZr2ecKGj1I40rzjfg3T0+57BGbTckmLCuKEt9GlkmWbmaaUai+z2KIk1wudPI9hPEG6oxjEuyvX5THezBz+wTjPSW1YVLs8zvReG3cjh+Yxbm7ZX08Jwe2R4ewYbMK6CNGrGu4IxijPK3f2B3/zNv2J/07NOv4S8cNg7xuczl/4WxHDgE6H39H3HsibW8ogJNxxDIBhL7xzXxw+UurIkoaTCUoRShZQLNSs4UCqrBKJmSo5YFClQZkVjRrxpLs8slBzp+ltUK+uccAZ6Zze3cqKshbqcqSK43JNyR5oc83nHcn4mL1fm0z2h67h9e0TziqYVZ8HKT2ekf03RDf3/QzOrUun6bjOaFEqBnDJxiSxrZF0TKRbKzhNsq17E2s0pazHONVpsE5mc9y25KW0f8uJ0FNDtfLTSDnYUxFisD/h+aNqadbg1UlFCbq7RWpSqQk4FLRsNh7aqqBS0lqZZSkVqRYxFS6UWbe+rSs6ZNSbKdti2w9nigkOco4oj5UqcZ7x15GDBOYz1mE1PrLVgcqXmRJpn4jSR1rVpvgIlNeq5maZbRaolNVCj6W84C31At0QirY6yrNQXLXKropu5t1WXOSdyiuRcGjhvVKTyo3b+5///jBQzDhAv7TWBTKskX/RhZ2kGGmMQCwaDFIPSQHPNFZekmQ1TJaWCc+1sLhsGmGobRZsNNWfEWMQ1YHupNoXGSrxIGVoLtShG5cfqcqskm0tW0dL0TTHa3MVfjGQv1fRLhW838932g22doZs/SJSu83jvKH34QtemlOiHjhA8oe/ZHW/4QRPz5URVA/XH9/uPxc8CphHINWLdgDeeVJQ1TnjTs1Qll0ywFmsMqS4EOzCtExVlniesdvRhz8LMLuzRWrDO49SzpoV1XbhMZ6Z1JKXMx+cf2iYQpbM9znuKFm78wK1N3JnAQdtijykR55mUCtNSsd0OU9sNmZ8/E4Jg+n1beDmxzCspLrjB4kMrw5MWiviWMfV7xDikZqzJOK9oXsjLSF6eWS+fePruj8yXhXlaGU8TKa9I5wnDQJEb4iyMn5TrpxN3t5Gbu4F1Eu4vZ26+OXJ8+Jo0F4SK63Ys69Iom5gIDmqxsBvaRjlP1AhVCnpdGI6OcLijqCGPV/rOEPojLjTBfZ6eWZYLua4oKy7URsdY4fy8kuPM3TcW3xlkGBgvDuZICDvimjE1k2JiykqKibtcuZ4X3OooJbNOM7dfTcRxxHUHStZmERdBS0acw1nHw5sbQnC8/+V7luuVOJ1xTnn+dOLu64IxjtunZ4b9wOX0zPPziftfRHZp5e7+ls43Y8o//VaRGikpkkom5kSshSq2ZcZGUTVk2uZzvh3qnQenBckJTHPf9s4y7DuM3cwlKeG8IYSeLhhSanr2YTCoKt43na+S0VLJc+X6YaTMnwjDHmPe4S14u6lH7l+G6cd3XXMCb7RcKRmbCiYlxDTab1kiMSXESDN3VMXJEbMLLaMv4FxzLBpjMM5ircFs9n/V2swfIl+y/1rBbpWR73yj+Goz6oh1uG4A67B933Q80a0Cm0hbZaWlfVWgCOScv1SuXQjtsKK1rUjRDQzaweecZbcbWCclVaUg+OC39+7wXYcPgXkVnF3xztD1A75zVLSZdeYCFGpaWceJOC+bw/XHqrAlv1tLTKlNh/2ixbVK0ErFO8EHh/WOODVK36rBWYN9cWQDtTbTT4rpC9XNRsU2KWD73gYS6HZvimJMaUAismmoTf6rG8i8mFzENrkoxvJF01yT4q1+AcsYM84lUoy4uLY2Hb9154m0dSQv7l+hlpaUqNC8IUIrtEpFdPMCbO0k7RK3ylDL9tm1Aa6xiNi2x6Q5rHW7l8ima75kZC8O9k3sNNDagYxgreHF3F5roO87un6g2+3od3umyxMu9HS7A3mZKXH6yT30/+pVGLqewb9DSmJnH7jqQm8CT+MjRmk6pDXEDLv+wJxm1EDJiRJzWwje4cQ3N57A4/iZOc/M88i4XrkuZ8qSuNZL00NE2XUHvr79FiuGwXkOtmNIrlFgWpqwnCpqOmxncfsdOSu6FubLtVEfbsZ4Q1zbJtHQUVSpS6SkC7kU7OAI4UB/3BOGgTRHyBVjPSrC9PQD8+kjp+8/8vm7H7heI0UtMSunx0eCF2xwDDc77t+8ozv+iuv1KwKR27sd6y6yjCv9GLl/CNjbgTUWRB0VIS0TeV1I5890w4C6Qrfv2b97T1FLyZG1Rjp6XOgwxpFTxhmLblREvD5z+uFPXE6nZhTIlWXMxLSQ48o8LcSx4oczdn9gf3/DOq1cTh+52y2o7VhnmMeJmJSKgnXkDFlXYq50nWmUxnQlDnvUFEK/ufpyxqA4Y7k9DhyOO0qG6TqS1hkR5f7thPMdiGWeZ+KaeH585OZ0Yrh7C1p5eHOH9x3X60hJUGvm/PhIrgW9nijXM2oWkIQlk0qlC4GdBVs9wUujcVJBpQAVh3DoAr3vsNAc2bXQu45hcISh6U8WT3AbKBhDpVW0RSsia1tza2bVmenUMfQBCR6sxeD/Erz6Zw/jHbUmSinUje4S09quVJRcUzN35LUdcgZWY5mDR6W5TY20HuJBLMaCk60yMhasoZZCNa0dw1pBq93eq/2e9Y7t+GrVgliMNzjnWjVXWruFXRLOOqTbDmJtOmsDKCWujWYTI3jf/JYvxhHj3KZftsPSOUetPUYropWUc9OsQyD0O3zX4Xyg73tUlDUbJAvGC6b1X1BqQ5y0ZJYlk9ZGv1aVpgW+HNoiqBrIkJZ1SybYAF3QUqCmBpxWuNZmEoKK1VaJvwBDrXXTW/MXHfSljHqhjjcfbvv88uJ0pnlJLI2W/eI43SrN2qRCt7W8VCMvnqVWuVdaxZ1aj6hzlhgNcY24kHAuI1hEWtuMr7l54apFi1Jlcwwb0GpQNdQcG9QZg24MosiLS7ZRxBRAC8amZhAyrn2J3bTNzXss8iOl+/L1cmu2aGwGX5KMlsxtejIWCLxo0bdvv6LbHYnT2Frw5stP7qGfB8yiPNztCf5ISYqYgDEDUReW9UzA4Z2jkPG2wznLmiekwhpX5jxjnCXQUUvFdM3VNE5XvHEseSbmhTWuiApLXrjrBoZuz8PwjrfdLVoS+53jEA74ubSNmcHYHvHtQfe+o+rE8a5nDobzU+J6iexvezwW4wrdLjCO16Y9zZF1GlsGPNzQhz0lls2d5ck45uuIt8JymTh/vHA5z1ynzDglTKjYzjDnyDhlajUcp8hNqhwfjuzuAtTArnMc9zuWRQjHtwzHe/rdgSVGBME6IU6O6eMHnr//yJuvjmg1OOM5PByhuyGtiRxXQm9wXU8pM8Oho2og50KKKzqorX4AACAASURBVNfzlc8fn3j68AHVjBsCa+qZryPL5UxaKsYF+vPMwQW6YOkPHc+fhcvnj9iHPd7uWWNhrYqaBla5ZLQKsRj6vSWuM9PpCdPvcYOlJAMq1JoRU/F9hx+arR08u96j3FJK4e4h0w8DRYWcMsuaeXN6y/l85tt/+29AMze3RxTDpw+f8c4TY+bjn34AUb7//nv++E//iJbEfHpC1wtilOOhbxVTXjBOyMWQTCLGghFLN/R0nWPoLMFWgm9VRt97wtDhOo8PHXQZZw3GWmoV8ouBA6FSEVMRyWhamB7PsOspnaPvHKYOfxli/TNHNWy6Ym7N/aqtb0+ErErRijG0NitovZIlsi7rlji0/Ra60DQwY7DO4XyTT6xzVCNUU1FrQLfjZaNARVobhTXmC8mmtbSD1FpkGyJhEIbDnr4P5BQZLxf0XCklbS8nuJfK1grWmK0Sqe3gFbDe4rzHWcEaQeigFGrJW9WlOGcJztB1gX53YDgeW3+maXhbtzYblRewMi2JxVMora1LTLuP+vJRLQZLVdMAdRuYYbZ+81KaA5jSelHFNGqxSnPKmu39FMilAWbJLwnOBqQbtdrMKbpVrvJl4ENRJW3VpIhujf+wNUh9ceTWUpCGIluF2pLlvAHmGjPLGr/0eq6LxXcDPhSMlMYwGNMGSYiSakKtQWvTII0BNU2DLHEBNgdvddsggw00v5TU2lpurEXsNuTA+g089YspSF56duQlSdlu/gs3/SW3eOnhZLsPL9hqtj890HP39oG47InzoQ0+GPc/uYd+FjAFYRcOWBuY48wUT3gyl/kzqRasEYL1RI3swy1VM2KgpkrKERc6QghkHaiayUQsgbUk+tA351otTaA2huA7gnQ8dDe83+8ZdGbXGe78gaEEcjo3S3hufXuGynKdiCkynR9x1lNdt/UhWZZ5IacFI02jKvPC+XxCJFDU46zjZv+Ww/1XbeqPa1Wm8R6NV5bxmevpyvU0sq5ra9wvSjxdSJqamF6FWh3z48p5+cQ3mjgc7xDxlFjYHfZ0Nztuv37D4e6Gfn9Dl2ZKXJFasbWj3tyxnD4zP55w3QH1ht2xw+wCeRBKBI2REq+k8dq6kXyPMR0lR8Zp5Ol05ePHR+Ky0N/t6G/fgSgxFdZUGvWKb5thmamasLsd5+fPaFq4uYdUM5VCqZF5vtKFDtvtyMUhZKbzmRACbn/DYLvWayeGWjPGKF7XTWPpMS7gXPhiSFBoGldtWV4ucDj03D/cbJNgCv3gSbky9IH7hztOT1d+/e23YIR//N133D+84/z0ie/+4e8g91ArO++peaVYt2klUMWCdOx2XXM/9q4d8qXgDIRjwPUe4zxiAt4anFdMJ7i+IyfFzHFruaAdTlW2wyWzPD3C0iE3HZ3pkZB/bhv91cSsEbSQc9lAU0nAGjNryhRVrHd4sV96CBVIqWlXKu07udRWVdIOQOs8xhuMWMRK08g2rVI2fUrYnk0pWNcOTLZDmu1nL3Z+Yw0UQ6pKWiNxjqTUHIxGpNH/rjnojfWA3TwHjVl4GTRhXuSxWnAieO9acrQd0M5aQvD0XaDf9RzvbpsbvmS0RKB+AS/Zhi9YHKZbkGoQk9tn3pIqffksW19rrhGjBbRgXW3fS5kcY5MxtE0yUmlDO368YGCjgptZpTl02zpsbvtcC6VNYGm30RjcRkuWrQ+2ta7Wlxdszl9rfnThpoyYlhRQ22CKBpqQCqwxEWJstKYR1uDoN0e1rWCKYmqllgSa2wAG775ckxUoZgO0rR3EOgeugP0RLF8cr7pV2mIt1ndoLZigXxgJjONL3ybtHqHtvn4xPr2g5ea8bSF/9u/WeiMAwbW/93BPjJE4L6zzwrL76QT4ZwFz1x+o0rGkhU/Xj1jzgOYT43hhsHsWM1Ol4mijskQbcueaSFp4s/8K5yyuONicUtT2e8d+R62VJS7cHr7iw+ffs++PWDHceMebINxScTFjpkIpFk2JlDM5K+u4Yr1nnmaWZWG6VlIe0S6xu7un33lEMtfzyjqOLNO56Ve2IwwdN+9/iXcdt/e33Nzd0x329L3HBYvxQgbS1Dj9cYrM14VclJghVlDpcZ0Dm7FhIFVlWSaeL5VqIsdDQIwHA8PxhtAFnK1NW1VIS0RrYdj3iLunlsL49B03YetrKwWjC45KjRN5msh5oZaVZVwwXYff37SHPI0UDFEt1wh5jBCuzegAqDWYweD2gnios1IthJs9n74X1nlq1ataSkk4U1jnhbWfMeJIKbPOltPnM9Z6dm8uuG6gpHXLkLe9Lk9gDN3eYqVvlNwmsLSEsG0U7NZs7AdyH4DW4CamZc2GNhzh7fuMast279+956tv3vCH3/2Ooe/QGlnGKzbNLNMZqwvGgVflsDd4Z3E14SXz7v09ayqsMdE5w/6uw/ddazvaJv5YCxI67HBEfEJkIc5rc0CKYta8DSbJzSWpAbO/JfhAN9if20Z/NTHJit+mt5RcKKWy5sI8T6zLgmqb6mTt1teYW++gLYmXc/elN24yinkZO2c7smS6+tIbJ1uzeOtjfQFEeAHYRrWpKoUfDVMvmpYWZZlXlsuFuCyklBsgWt8GINjWcoIINnTY7Rn+uStXtKA5gzOotvaG4Aw6eHzXjj2piveOsH11vcP7AHTk5CkpbhNw2hAG6x22c/TlDqwnx7ixUtJMVJvRha2fUNf6BRxV2j4oNRPXlTTNsFXKYs1GT0OruhsI5ZRIayYujf7N5QUsG0VcNhASgNqqSSNt+hA0wDQvLCY0/GiOrwZOqhjTmIYvI+n+jLZttGz6ogPGNZNza1N5qap1G40oL2xB9a0VBCjbUIUq7WcNsApoppY/G/Lwcr9K+z3jWmLtXsBRW58pqmBf1OBWxbaRi2x67sv92By0ZvudP+NqX6DTSANOvGHYd4TOkfpAvxvod7uf3EM/C5jH/hYxltP1xPly5vbmHcs6kWPG+RfLttK7HTknvPNULaScsK7n5vCGpI3nHsKhZaLaeiidiSw5tuxTPaf5mZv+FmMM3gq9KmaM1CVxOc/b9Awlrit439Qp22H6HvIC3lClI5ZKqE2Dmc6XNh/VKGMq5GrZ7fe4/sjbX/2K/X7HbhcYDjd4ZxpISaWsM/nyiTw+o2XEdlCvhdB7jrcDMVpyLYyTMDiL7TydKsl1hN0ONzyQ1NCZjlgMb+5u6fYDJa7U9dK0mnlhvJw4vnvLMOzRN2/44Yc/wenEoBlMRWXBWkeNkfl0IS0jmJk4V2SOuKyM48IyjiAG23WwrlyuC90xNJNWSuRUcdOVeBV62xqhXVfZ9z3V7ZimxOW8YqxhHidM57heF/phxEigJM+6FoxklmkhzhP2em4VmvUYaTNZ0xTp9nsYbtEa2w4VMLoZGeqW9RlpuOlc02K1TVARtOkp+wZmh2ObEpOysj/07AbH8ebAb/71t8zTxOcPPzA/PzJdTuQ4Epcn6jrjnUFIUCyH3Y4QAvNSCOIIu47dcU8Yuqa/i+CswQ+OaWmbO3Qe1yklK0rGCLgOasqoFjqXCc7hg8F3PX74aQrnrylGTeydYD2toT3V5vRcFkhra6R3HsS1dqq89QLWl75IxRpp02pSIq+RyUzErBg7s98P+NCciSE4sN2PrQ9fxLnNmKMvZKJuZkf90runNQOtom29iLWtGeOwwRNCA2MxFtftWo+mtOo1J0uJkZpBNr261opIbf2Z0mhnxLRKxpgG7lZwBpxt1LMRSzGh6b2lmVGMs1jv23xnAzn6Deh+pDlfdERVJdaVEqVppl636m6b3BMTYgUTekRcK7Q1NydpTeQYyTGRYvNqpNwAM9dNv9T6UrR9McqYrdrSbZrPi2fVQMtZXgq9+gKSgjUv369bXiMvmNr8HmUbCFDbSMSipb339ppVlRTjF+AWsRipGFu3ftSM5HYV7b7XzYm6tWNuoFlLmxQkgPUVEUPZxjfSPh7i2vSmVkC6rZiUzQDV7h2waaMO2WSEL/Tti85t2qQra7aqWxzFWZx3eO/xXfjJPfTzLlkHlcrn8yfmZeTdw5FTnr8AYzaFQNMKpmmisz0Gi8URuh196KhkjBj6cKBIbn2dDkxdWWJm5498fvqBUhKWbVQegqwFFqWMC+NpZJ0nvDOs80JBIAQObyrBe3KKxHUC1xOCI82J67oyn6/M44j1TZMKNz33v/iaw+07bu9u2A+uTTQJgmrEekuJiXg58/TH33P+9Mg6TkzjxDgtiInUKlja2C78EaOR4BwprWQjBGN49/Vbwu4eVWV/2NMNjmEfKFNkPX9qtElOLFPGPl8YbmB/3OEPe8bnZ+YxcVgTXWew1mGMp6iyrIX5/IwNAdM54ryyrE0HRhNGEobMuhaePp/ww4GYYZxm5utInUd0vkNCT5VKPxjCbs/5cuV0jviu9WHZqpzKTAiWnfzf1L1ZkxxJlqX36WqLu8cGJJBL11R3k0IRCkXI//87SArnpUlW15YJIBARvpiZ7ny46o7kDCsf+oEyGSWZL1kAAh5mevXee853RowfqEbk96XBdlnEWuIcbpxRraBUI17esFZR8iIqNm3lZeg3b6UdSvn+UMvza/pLJ1KOKmN+Z9DuuugHVypWT1jzkcf3T6SUeH1+4XL6A6eXF9bzhc9/+ROf//xvhPomKrdW2e9n5sMsGD4qo6qMk0dgJxmNwVLQtVJiI26WFC7YxxnnLIwDGqFDyWhLCCRmmLB+6JDtEeV/HzvMrYFzMCmNbZZaKqokDIXB0q/cqvsUAylGmlLS9WuFcwZrPYM1Qqgp4mcMKdOUIcbANE3MuwnTT+LrmK918UwtRSwaVhSySgnfFtWotVBiIG2B9XRiPV/kfS+y47RWySRANVoVvq1p6ab4bFSsUsTeHdWSqbXIjr0LPoQxK6i+q8fzukulCgZUPITyeShlqR2XZozBGvBe0RKoLMWDJqIVNfS/k+m+xkV1NbKI8EAEPg2gOwCck12dsHITJa2UIBOeGFIvlq2vf6TDLP3zbNf/9Saq0m6iocqtdvdmQ4poq62PbK/7UHk2vl1aZNHXerdf+16zKQXG9jFqw5iGUmKliSl3TYbBVMQycu28a6Xkb6ABdVUD1V5gtRQ4sSI1tLFgKrpWdBHAA72g6+s0QilUdVwvYK3Jz/pK4VLaoFvfPdO7yv5hKGVkt9730grV1bQiTi2+4Uv7h+/QbxbMadqRm6U2hcWj1UZYA4PzKNOwxnA3PxLyyn7ak2qk1sz+8B3FrBhj2VJlN3q2XKFF1rQy25WvS2BdIW5HXpZfeL9/x2GwzM7x8f4BmxTHv/3M8vzGmgtxy6ypcLlcqDFQW8QOe5Qx7N4doBksK+kUKUqRwhnrD2QGYI97OHD/w3vePd3z+PiIKRFVFUYP5E3sI9vxlbef/8rldOLtJbCGTIyRrVry8MC2bLS4MDuD2SJP7z3GjqzHBTcYGB1u3OG943CnGWfLNDl0fCV/+UrZFuKysB4vbNuKv3sgJ8vrlwVrYber5Ogo1XLZNMV4nHLomqRTxLAEhcoFrxtxO/L85Rdenr+wXC58/vmF03Jky4W/PcM0fSWGyvFlQ2vD50+O958XPv70Du084WXFlBXtDc/bxtC5u2vIfH4787ac+eM/a57+8EDRleYqsRROp4WiDfPdjnJJ1KooPLJ9PeKc7Jb8vMcYR80RahZg/HyPdjtU0X3HZLjKxWtJvcg6rHKYfoi2KqZwNyp28wRMcgP+43c0IGyF82nlb//+V/7+pz/z9dPfoQQUFd0i4e0zl+MXJnNh9J6cG89/f8U7xW43MY4DdTcwzZ777+YuPIjkDahiHTFW49zAMEjqg5vEkmD8ATvfo9zvo8M8a82WC0/TwMO84+lBsZ8HwjITt40QMusW2VJkMg3njey8O+rNWYO1RiDtyEFlFDjvGaYd7757xzg44XxqhSaT103sH6XbTUoBo+XCMe/EolILOayslzPL25nlfOH19Y1t20il4McJP46yy2vSYTVVGQbHPC59VC5dq7FWrEApk2K+7fty4bb7UjScdxyedrh5j7aOimI5X9DkW+G0fpDQhWHsY8NMDRvh6zPbupFilksHskbRxqCsRTvpeE0fWbeqCSmDalKoxxE/aGqD6XDAjYJhTGHj8vLM8fXI6XhhWSMxVVJrhFqJpQpDubQbnafV66ZZRF1XCLsUCbFWOCPkHzptp9BuO1FyH8dS8UZjncJ7g3NiGcIa/DQx7feM+z3aalrJwmU1PXEEEdfZ3Y5hnnDeyq/VgrAsItsVxfLQ0P0irWi0DJB7tyzNCKWgS4EsFx2FoEttsWjr0W7ok1bTvZ0CrlBXmIHSZBo1rrJP7SxgbQe08Sjr+1Mg3a02faeuxYL06xHuf/n1mwWzqczL50+0WpiHHTk+U1JG+Qln5VZwNz3y55cXPhy+5+XyTG4F1yJGqds1x7t7So7SbutCSJHCRAonzusbT/Mjh+Ge0d8zmoGpwVAbQYuZPhdFCJlmLO7wHS/Prxy//sz+MTHMmvPfntntJpSS8UelEmLCWMvu/sDT+5mHd+94+uGJ+3nPME7dBGzIKaLbSlreiBfZmYR1E2WtUlg3MCiw80RcPW+/BEaroDrePv3CMDpSqPj9PW53B9qgvaGWRjpH4uuFyRVULdQYSSkLoQSNypq6rBjdKFtmOx2xfof3ExIlVkjrBRA6Rm2R82XFqooZLaXCuhSWNbNshbdL5svzRiYTq6FUTa2K1AwlK9ZcKOeN9nzk4X4v9sHSkxusJlegJtaUSBnG1MhUUIWcVrKB4q2M8dJA3gxxjShtGfaPNG1JIWEuZ9lrakPZFuGH7g/UWqDG28Gllfis+jBWbnyt/+dWaE1Rk6Q4XEHeMtrRUkxR6Mmi1MQPf/iBYXB8+P59h2Q3Pv/13/n5HKgtyOhJazHDV0tOhbAm6XyNZuWC8d0mUGVUY41GdyGMta6rgGfp8K0D5QFDjb8PcAEWYmmcWmWePPudZ4fCe0e4XNBq6baO0n9W0mHkXGilizpqo7gqfF2vcUYzTSOH+z13h1mi0mqW1JyO0Ss5dYi4mO/tPGH8yM2L15r8f0IgbisxBGISP2jO4vHV2fTDVxSlyihhOqdNiDOlQBN4gtYGmqJUsVjkCkUp+ZkhXY9qiqYNdnTYcZIur0bpdJIUwqYzalsFQKBFuFRKlmKZKwVD06LPoMkzp0qmUbuAU0kElvOiWNUK4x1mGEFbWlPMhx1u8P0CWVmtgGBSFjpP6Ts6sa7IqPQWf3XrNOnNVvvVnvnaUcrPUCDt0v3pco3Pqn2uI7++tHYrxlor3Ch6DyExjTgvMV6C/+sWHqNwg8MOXryltitQmwiVFH1nmuUd0aWj7rrN4zqSvxYwGQvLyJksCEYA0wxV95G3Nv2CXTp/t0oHKrEttOvzt15k/2kdxg+gLChhUN8+H3VNIrKo1jvx/2haydvllT9/+r/wXoDEKa0MeEY7E8qZ2R7YjQe8HfB2lIy1pkk54LWn1cRkDE55KCvGWTKJtyXg3QPL9ne89fzh8T0H57h3hsmMjKlSzhu1NpTzvL4coYEfJu7v7nDzDn/YAwGrlUj/NbScyUURYyMpizOG4f6Ad4b7vWXSjdHILcKMM0pr8vLMenzm+MtnXn7+QlgvxJD4+voq+8O8YUaPWycup8R6XGguMo473l4vAmg3hvfvfuDux3/h+OkTOVTU7LDeUokcX59ldGQ0FUMuTmD0poi15LKia2Rbu2A9vjAcZpRy8nKmjRpXQioo47hcFng7gfMSm7UKuDzkxiWI8bjZQkFGaQyuz/wVa4G3YyCnyjR7SpPoG6Mca0jkWgipStpBacSYaDmSYiVZTS6ekgO1JLZLY7tsTHf3Pb5IkWJAB9V1+ZWyrgy7PbXKzbSqDWWcCAeQTEKljLxcfQQrlGsxMpcc+45GDiUZ88qLplAYpRhHjWLC6vfw4QltLVsoknfoD6ynF17/+r+R1jM5abHjVPm90RqlEzmBHRvKupsQqGYZNbdcyKGROunG7+8xbpDdE7+Sxf83/lVURTtDqI1jLex3ltlZUAICyFmUslfIdy6yt1JWmK7aGFmHlEJTRmDe1omAy4JBzPJyoGZKzOTYSTUpkVMh1cpgLG6qt25RDPpin0oxyHojiwq0tkpJkWyETFMqNOOw1sr3HBYoQpGhCVnMe0k4uZKErDWUq9+0p4aoKmkjtRaMrjhXMRhKspQYaGhKKcQQBJdWhSxUYiLEIoWy/xkyIclyscuFvkoDBdbL3rX2S58dBoZ5xHgPyjDvZqwzskPMAWMNTfVnNIununa7xFVkcwW8S9FrV62QXPQQBGHf1sm/lWgBrBMfbA2ZRrl1qK0XqyuEQSmJNJv3O+Z5Ypon/DBgjBHbSr2OluUS4AaPG5wA5/v4W+pO96V2soNS34q8TI7VbTTM1cOKXKDk85QLiHyQphdai9LCtAXdY+QkCem2Js8itsohoY1G2etsWjag7Vc/IKW4WZG+CaP+8Tv0mwXz+fjMcX3j3TChtGIJF7l5DJa3Y+DD7g/EEvh4/5O09q3ijdymjHbYplDNCn6iBrwZWLYTIUEjssaFn+6+Y28Ud6Zx3xrzBm0LbGulYtFo9t9/4PL8FTsanEk8HhSHuyfCciaHymGviCkQEX+js/c0CsNu4u7dgQGLHUcUltyMsBF1QrXC5dOfOX195vT5ldfnVwkhTZkvrwFjVhoJuxXm2bFtCTU7vn59Yw4FN+0JQfiI2il++OcPPLx/pG4bbhwYBg/Osa2ZsMp+z42eslbCZSH98on7D+/R2rFdCgWDrpr1+MZyesUaTUpCzIiXBeNGvAW9m0gx0UroaQaVkCKpFlLVbKmr41JDWJgaN1qsG6lr5rwVQikccmY37QUflQT/JcVEHuyYKmGLxO1CUwMjAzkGctoopRC2SlgCuwcxJpcaScVgapebx0QrjcGNoEwXe8hiv6bUX9Mqy3JlpTOg33yL6gkJqY+1an+pDN9WGaJgVUqB19iHWQ4HY5hSw3vLx5++5+3rC//r6TO5ebyraL9S1yOKlYpcDDQZFzWmye61VLBaUSlyMNSCtZo22q4GBO2M7DDN7yGrpHcaXSRhasHEQjyvLOeFZVnYtpVUqsAYnBbhVs2ym9JO/JM9MUQbixvENuaskV10iv3gFRVuvtoiUiVn2b+J+rb2rNaEolJTIIaVsC3EuEmBvcIVmjBhS2sy6jRWireWVIywrJQkgHdtLaO2KNdwNGwvEnYYBKgu0FYRqgRR0+ZtQ7IRooBVqmD1BByg5GfdLwA5iQgH4zCDxTphn7ZaKauQh2rp4pPWGafWSEHE9QJqcIPFebHGjIOM/EttZNfFTEpyX2MsxN6Zi3z4vyiWV9+hkj2g7l2wUQqtBCgjCSVasiO9wXlLVRpjKtrK2DqRRXTTl4rGCbZyfziwm2Vt4b27TXa+ZXxqjDPSYTrZbdbcLw6K7mvuDom+z77tXq+7U0AMknDN07uiA5USz6xCPL3ybmdUsb2Q6m9YwO6tpdOfckyUXH8FPtC9oPZbwbXD7OeRCKTU7fP8R1+/+aYfT0ecnVD2gFKKczgymZmtXOSHZRXHyyt38wOn7Q0FeOOJJWO0o2onh2964WE+0NpKTJCKIrcLg51wCkZdmc3ElEd89TStqDqS0oZqFaciu/1EyonXzyvOgjU9fy1ktpgpFEoJ1GYwk+Fu98A4jdhm8MOIc55pv8dNI9pUttdnLl8+8fLnv/D8+cjp7cz5ciakRKqK+d0TLV04HQM5FtydRU2WsBxJzfHl9cIf/vUdammcjuLXTJcvfPj+J+I6d6OudCj7p3sub3KzKapipol6Wdi2C35LHO53qLSnLgtVK0LzXD5dKHHFmsZ8mGiloW0hr5s8VKWxpUQlU1UhxEjKmdIqqYGtYJqowaiNnYN5bwgaUihsOaNPiwizuudMG0Upv1r4K80WK8eXrzwOH2kNtjUy7wrKOSEOjQPWGRErlCKPlFJU5GB0fkB7OSxqybJLUULjAYEkNF3QVqKCKhXVjBykRUamrXchklIvneb1/qyVHG5Wa9mb9UPRGoV3O1IcGUbHux//e/aPZ5RqhPOJ9esn8vJMqyupFrFNGFHuWSMZeoI3K5RWunpPVJKlcPPMNTJu9zuIKgFcv3ioVtElEY9n8unC5bJwWVa2VeDrWI/1jskaXC6klCR70Fi0MTKGcw5nHd47rJFEkxzTTcFZbl7PKlFoStOUJPvIhaSSU4KayJuAyJfzpdvExD5WqjwTuRTZAWrQ1uKnjKKgahZxUkgS92YMqchzu5sNxkoChVaVwYsIqdELsZZkkLQWWtowxuBGjzb2W/ckYFjhvm5RvHoh46cZrMU0h0LyGQuZmqN0NllGulo3zODlgqJbV4c3jKpYXfFWY8iQiwDscxRPspbA6y0Utq1PQ7qVpLtBbmPMa0C3MRpnDIqrPkD1xBXRcplOpDMadvNAzAUbNZtG9iBJCppxklO72+843N8xjyODs927WL/FbMGvIrbk4ttqo6QiO0itwRlsz7psraKbeECvcAZuHSa3UWhrYpf5NjZVt/GtMgZduhio9OlPZzxJoW29O5WO1Y6TBKF72zGJrXu+r392hVoFrqBlfSWC2v+g6Od8PLEbn5jHB+BEiZlpVjxfvnIY33PcXtBVsZiF03rE6QGa3NKsmahqz7o901pETR8pVHLzNCKlJB6mR6ZR4wsM0WKrwyi51YXLhbitLOczx2KpuWJcYwsbyyWiRY4FzaHGA3XdiLnRjGO/P/Dw8QemaWIaLbtxwPkdzosFJS4by/MX/vS//2fOx4VcFEtqXLKlKAO6oluSmKu3RmwLW/nE4TBjR8vIocOqA/v7R/SwQ2nF+csb9/MObxXVFMBRtcGozO5hllFBSzQ0dvKkspFDEJbkNOCUobSC3++JuRK+Jo5f31iWVZSHnHrVNAAAIABJREFUIaJUZd0iRRth4dYsvtcUZXzaxxfW2d6RdazYFjCTYT9PrMoRlpU1Fs7LmVYKzRj87Km6YWLtRnVYQuX4snD/DsIlU8jkkkh5JTeYrKWkwHbKaO0wRkFJtGpRtgtklHSNpVQBaCM/T+kSKigJdG1kMXFjUNoL5Fm7X704kvOnukG7XS+ETQ4tuhqwIQeUVkpyTJn41//pfyTFQMmZy9uRl7/fsXy9Iy5vxPUMJUmyjJVDWdR/lbo1dCkYYyhFgx6xww7tJ/n7Oo8Zfh8qWd1zA01rmFLIYWPbEltqbAm23Mi19ER6ofEYVeUzB6yx+HHAdt/iPDo59HtXkLNYlq4xVSX1SKxO+TEd+O3GQUaPtZJSZDuL0OdyXjifV7ZYiH1u19DkpkRg0xrGC4aulYbREkcVc+kh9Y1KxNiANUIrkkzO3J/J/n3V2tWbEpcVkAPbjV6yMJ3vKsq+u02JECNhDcSUJfU6atCNlo1s4MNGWoMA63uEGLXg50HGtgjtSNPIRkkmazToYaCB2GdioOZEKbkXbXVLEImpf9+tXZvNXkt6sbRGuN43YdN1K9huBVT2iYXBGawGZwzG+Ns6pdWK9555GtkfdhwOO0bvsdpI51xiFxl0GIESpWzNidJV5LXQ1ylyeRW7TL2Nj2uH/yvUbQVzbS5BlMytAxmuMV6ipJbOv/bROCX3z7Wrjnt/2PpoWmmNNhptu96hVagy3hXF9u3Wga4izJLfpv3Hd5glVub9HeMwslw+cXB7lNlYl40f7+74fP47ox1xeeSSTjwcHgjnjDIa6w6A5Xz5JMokDbYvsLXWqNa4n2buXGZkRC9axCXlSLishC2xXVaWUHCHAzk3tsuZNaa+J1E4Y5l3E8PosVZTF8Xu8ZH3P37kp3/5Z4kSQmFrZZoGjGusL4X1vHH8cuG4GZYicvH56YHxvSPnwvrymdJm2jQQVWSLAVbH68sbj+8GdqNh9JrT8ws//es73v3hB2pubEtjPa3ouqJaxe8f8YdH1tOJVlY0Caug2YbzmnPMnGPGuRHtZ+w4oLIIYIzVjPsdYStc1jPGJXlwVSMWeWBLleDtFAPrkglLAqUYRoe3llIaShVyhMsx4hocdobZDRSn2YrhdEk4rVC24EdJtAipUpqArpdUOFSPM54tJJypbOuZcDlKRp7zxFWDdezuR2qTMY+63naxtJbJSTxxxlhEGmfkBYtFfHfF0Iqo15RxaH+Q27vu0nCt+osN36jL10uTFE2xATSugnvVb8Dea77/p/fSUeTK5fTI7rDj8vaR0/Mz2/lETYEWPgEyBioVuTjZDesTfjcwHu6Y7u9x+xnjJ4wZ0W7E+N8HS7YU4ZV6rWRknjsownqG3YGsNGXb+o6qZ16WglK2f5aGcfBM8yBJQs5ixSNFaYC1Nz/ijVerlIxSde9u+/NprIaSSdtGuKxcTivnS2DZMt22J1/XymA8V7tDzg1awhoRbNnBQu8QalOElHEhdJB531/VerOWlG6VqKVQc+3WCkUsjaIMo3FiU+l5njlmUipsQfJYMVbevSAdnFUScRa3TIhFlK25sC4rc4xYo7HWYbwTiY2Ckg3ZGFSTcWkpWdYdYZPC2Qtjve6Ue4fZ2rVA0N8PhdUabw3O6O537cKgSsf6SeCyapWWG9pd1aEK5TU0ySUttTHPI7vdzN1hZr8bcdZBg7QJuxmZ5VF0pWZNy4a0blBEOd6w37pF9DcLS2uovqoxXeF6hVfQ/04KfROWtfotWUZruPpLa5EirXRG6atPhX5R/jZWVUYjeqx6I0jRxDZVS/umqjUCtpDdq5yXqv5jEMlvo/G0RF0ZXVjDmTu7ZykrO3cgtI0YN0rJ3M1PbHlBqUdaymhvsHbgfP4b2/bC08M/0ahsWyFucgO1yvB+B3dOM5URFRuvby+oWgWsnKLYOhpMuuCdhv2BrPtHoiRFfTgccBS89Whrubuf+O79A/eTZt4P1FJkl1cCrQ5MTw+YwRKXNx4+HFDnBFlhrWYYNKVaXvIdetox7CYevn/P189fUVSOp7Eb2jcUik+fTxyeXnn64Y7dwwFtdtjBsb1dsGZEAL/gd57TL18oy6tIrL3HmswwjqRV9je7eRRFJo1h9tDuAcX+oXLRhZQ20AV32DNaRQgbOQrlJ4ZIzhVtDSorVK2kKNxNraA0SZe/LA1VV6Y5o7TFjpZ4kgPEqsZEw0+eyxpJTbr1NTVKy1zOZ7Ia2A2V5aTZ3cmOQA+y+xzvDtS8sS0BN8i+S6Fog6akQN4CqhXcONGK7rl3ojCtaaPGdiPv2HFGGS8dZdNdoai5jmFp8mdK4f2mnL2tHlrfjcp/EWvIZACxSThvmOaBsH3H8uEHUgjkuPH13/8zpaw0CqoAUVSYzkT2B8f+8Y5xP+NHj/EeZbzs1OzvZYcpoy6tEM1B7J2Vc7Ljs6IGXteFHIKgAUvGDUaQiM7ivWManHymClQWmHszTcKXe6eilBb+pxbDura6jwsFnaeopBgIy8a6BkIspKLASUejrmG+VdBo3grgVeAGhXZVYWqDsa13EeKTbTRizpgk8VoNSUzR3bBemjB1Wyfe1E4xMo0bGEApUUunVPr+VVExpJJoy4Vt7d9HyTgtK4BSBClXWweea0NpSsQyRpFroYZIbeCso9iG1VEmLSWTgoijSr56CuXiV66B5fCtWPbLgFFiGxmMFMyuu+pFSt1U39eLQiuVaoqA8I3FGyuJS24EpXi8m7i/37GfB0Yve9BaGrHvTq/qaaMUxcp+OoVILeAGjfGqj+5lBixNnDCatbUddmL6ZaB262QX9BlDbUV2x62vXLQWb2vnysqOvInlRJebcv5GDOIq4BGxXrvud40VxnVT1L4uMNagtaO1DEXG9dfot3/09Ztvuh8mlNOkckZXCZxdc+O7/Ude1684HImurqsJcmPZXri//x7bGl9e/yQvkjbkkllCJeREo+K153E88OB2DOfKejki8bSVUCFEWFIlpQU7jQzjyDRavLtjXc7QCkUhcGWlMQ3G3T3Dbsc87/FaQ9yoQcZw2k1YHFpFKGcun//G9vxCihtusOjmWU4rfpyF5rMt6DXw7rDDtZnldIas0SpTqhfT8eEdz6eE/be/8fQw8eHHn2g7aCWD15K1lzdUPlND4Px8JMaMdoZUG8YMVKtJW6SmFaet5CzmwGE34syBGi8sJyXQ9xJ5f5hxVpGrIr5l2fusKw0w1uCaIkX5nK0Gp/uYximaUaTWqEtEycURO7luJYjUmJj2FeuEjmk78OF4Wvn68sLu6Ymvzycmo4lJ0RCCDiYzIVCFlhPWHgiXM0Yr8iQy+XhepPvT0IrC1EAzlpogLxdqCRjrO/lEoe0gL9YtHLYXzSqUkVoCtWwo5SVZph8GqqrbnkKEEKbvS4oc2FqjJ8cwOGrZcf94R+7iEd0COR7J8QQ50VKlxgHTAtNk8MMgqkcr4x5lVDde/0dL2P/PX1fGp9YYFKoKgLwpGek5awRU3ipLLgL+z+Ami58mxt0O55yYznWBKiSehsIOmsl7tFbkqFA594LWpwK3GWIjh03WLltiXTdCSOTaaFqjlfj/nPZSRHIR3afWt7Fdx8ZKh2UcQu1pvTDKM1ZppFJQKVObRtkBq73swQBVaxfo5NvBSues5pwQkEB/ZoxDK48zO9b8zLa8AfLrS8oyA2wVpTXOe+wwikLbGLQVSIKy+qZkzUn2m7pBDFGUrbeCKcHbfZZ56yjrzT/ybe2gtQhrvDOM3mCUID1b6xNH5J9SIRXBEGoqNjaMkaQpbSW8wvgJNzgeDyP3dxPTOEiHXlsfhWpK0ZQItWMRnVOYgoRQdyGe0KKEWSvAfSl4tiMNje0CnNb3kkrffJIoLR4gEVDIyNc4dLfmSAerRLGc0813KZhE/Su4Ot/CqnvBlRZWPpSSRKClNdA0NSdQV3Wv6j7j/++v3y6YZsA5xxq/sHMDpIRTI7txx1++/gmLZRwnQloxVlHCwiWufDAjl8snQjnz3cM/Mc07Uo7QFNZ4FI3D8B0P04Hv3JMsp/OBt6+f0LmP3kyluUS6VNZlw5qGyqCqIW6F2AUG2IXDbsQPE3cPj0yHPbpW4uVE6ZQS4y1mGDCDY3v+zPnLZz7//YXjaSUSiZ9fKFkxHnbcP8iBrpsYmffWMDhP9jNDyuQtMw8T56L4+N1BbCw43k4F8/dnKJlp90CKhcvpFWsbl89/p4RI2DIhZOoqYyfjKtqM5Oo4Pm/sdrkTKiwmLGijmaeBV63JzVCbkQOqq80Kwu2NKZGLozQoLZNbJZQowHALxggTN9dC0ZaSFSUlWstMs/hXYyisFCG0pIapYjauVbGulXULsFxYXhd288RTSUz7R3IIoA0pJNK6YJTcqK2rDIOhxA2xVEWMhVJWiJCXgB1HWnWsxzdaTbhhxjaw40he19uyXnLypOOkKQH5p4USF9x418+rCq0LiZooeIwd0GagUQV2bWwP6m3Y60i4GnISikz++IHLK8RzkgPON9roheyk642zKTtf8acKOeT34cM0SuG0xjuHrwrjGsr33EJrqFpBtlTvqUNFFP0JN06M88T+sGcaHU41Wo49SUPWLDj6JKCLivr4VVnZpZdSrjWAkmTPF0Ps+77a8XVy0JquZtRKYAm1Vpq6MkPbrZhoY/HjJDu/jmsrXaVZUT0wuQdLDxNmlEQl1UTNWbKRDFolOgKtEe/zFiRthe7xa4jQSTeGwRPOSmAMOVNyByTkgtaKYYLZOKbRYI2T9BdnxPBfEdxiU5TSMLpKfSjy+8ReMG8jRLgJ8FS/bFx399J9KcnudEZSc9S3vWHp4+fWlbUxiaLc6EZBvjc3TEy7PcO8Z5hmhmFgP3n2k2Xw9gYW0UaeFZ2hZNBeYUePm0ZRIGuZJmit0bSbGOharLS1Ek14tY5chT69m9NOtACtdjpY68+SAuNlmqOdlzFv7e93yrc/g84/EYuIiCtripAT2lmZQKCAKt12Ssg5YWi/UmPLLtWgfqMq/mbB/J//u/+F5/WNetmYD3JbOKjv+dvzX+QmpAv/6e5feH75zPeHB75+emGa74g1cby88jDe8356YD/MbMvKqDX/w/t7/vjwPd+Nj/g4kM+BUit3d47BPLIcT5gqeZFqfML6B16Pr6g8cHjYYRQ8+Qs5JLYtYlphf//E9z9+5P5xxzjN1GJ6MvpCjJEaKqM5YXxjuRz5+a9/o44erweshn0rVORDdNZRVWF8uONhd892XjiowoePH9gu7/jyy8+8vr4xTYbvHnbMhwemx3v2Tx/IUQDsMZy5f5QbU4iabfwDXz7935BH/H4H2qFpxLDg/HjL+Mtfv6JN4d0f/xM//+kLL3/5dw6T4fGwx7kDaygoA94a4rJyfjvx9mllDRCb7FjWUgm1EBNk1citMdSKNaJOjiHjnSz6GwazSYJ6aBDPmVCE4mOUvknok7asW6KdFvxhR3MT8XxiHg37/QHQvHw64ieHG0aqu8PuJxqJ9bJiXSCvgWIAVahbo+aN8aER1wslVIxztFLRgvRmfXnBT4ahRsCh/UgbkhwGKZHOFxQSHJ6Pr4TXX6g5YNyAGQ64+Z42a1rKlJKxVkAQmoJuDqWrHAZKozvwvjw9oJRi04a6vqBUwlz3b0WhaSiriZtG54TSDWMr9h+jJ/+b+pqd42E+8OQnJpOpdSNqK2KMXAS9phRWKwanMYeJUkcePn7g7umJ3W7Ca1A1U5KV3VpI0rsbKxm4JZPWjRQEq+fGETv62265lkbYIilGQgjyT5Rs3JQFmZdqZbks4sOmj+oUXVDUQOlehBz3T3vxO4tGSFB6OVFTIm2BuF0IrNjZ09oIg4SKOyvc0BCgtkxJhbCsv1KfCiVHFuR9d1czNVZyku+71h436AaablSlac5jhpFpN7LbHfroU36/UpvkaMbS92aQtUxGUkzErvitDRmRO48yGXQBVTAomdB0delgFKNVzF6zG+XvpIzkDpcmQdI5iYWnZLFxOad5fP/A3d2e+8c7Hh/vuLvbM00T1jqZohiNbiJ8FGuMY46asBVSiHgH42AZBoM1irxu5JAIS6KkwrjTOD1IWpGyAsfvRK9SRc0qUyQRgmljpfAp0N6jiul8Agn6tn1lIJel0v2ocnnSt58PgNh6cgjkZcUasMNA9Q3d6U81y0rCOEc1mpoSNSf5eVuL8YMo8f/B128WzEzitL5yPw3EVnHWMVnP+XSWrEHnGYeR0rJAyPXANAzkKofMy+kz9w/3PNZ7WpY2ORfJxixbQBUj9JttY7ucuJwXLqcTYVmx08ioDdY1NmOpYWF7WZi0JseVlEH7PdoMeOc53D+gSiWeLreOI6VEbQrtLS0vXL4sLC9vnL6+UXLFGYfxhvObjIia8iwRtPXk1yN3Cu7u9qTzmbpueDtg3cT0oNG1Mu/27J/eMd3N3N9PGOOp9YHT61cupxfGyeCnHR9+/B6/O/D282esa7h5JsaVnHa4YZSRYsl8/T9fKcsb89svjHt5EV++vjLXhNsdqGqgpJUWVs5vr2LyLnDZCrEVYq6kIgVQHp8iobRaGJcpys0PXXCDRRVLS7InQUHVhi01CgmaoLcG25MKUmZSjd3dzLDfU5UjXFas1lJUS2JQjvF+z/x4kL1VadQcSSGznRf8YLHjRDNeTM5oYkq4cZQDJQVqCTTExK61xngDpuGqpeYou5gkfj5R5BbC8cT58xvGwvQwoeyAso5ac88MVNQa+0RrlNFuayIa6FshpWQFUXaNEgIpJxRBXkZlZErR5fto2Q1puijB/04qptLMw8xsBqH6AJQqgpOciVsgxtCnp5Jdq61hGCUqbRychHBnaFnoVeK3E7tJLZmW803NWRuoUlFZeDK12wFyDELzCYGwrqKQPV1IRST+tVTWbbvBxZ0fUKYngvROtFYNqpK2HVQn+8vaqDFSYiCHRIqiHE+lkpXGOccweOHdzjPGWkoW3myj9QSXdjPvS8Gs1BLFe5yCCMdCosREpWG9wjqLcZLCMk1jFyEaBu8w1vTAjYrOFdVVxSApJdQsNqX++ZQ+Jr5ZNkxfI/yq01S9kBslzFvV8XjOafzgekanIlfIuZFSpWSZ7HlveXx64OF+z32nM82jY/AG5x3D5CVUo1RaqhhrsOOIGz3DJNYhq5uAKoxcUnLsxKAOyW9NQw99Vn1vWGLoqxUlSSU9qJ3W7SClX2C15IsK4E8KZGu6K5Y7AQhue0ZRDHdwQRNhW61NdtlaPLctiXUnh9QdHPJntyoRai0ltNU3rnC9gQ3+66/fBhecv7CuRz4+PrBtF8JSuLTP1FRkYdosKSeySqhm2M971rbi7I58eSXWhB88y3JkDYUf7t5xP1Wc1mg86/FCiRthC4SwyR7UGGKFt+c3rLXCLQyZbVMsrZLmkYrCTvd8/89/xBvHu3d7BlsxxlOSocYNtMXvRrZNUjjevhxZTwvr8ZnSHMsmu8L9w4Hd0weMsbh5h3UDShle/vZntlPGsKB6Cvyw8zw8TDwOe3Jq2GbY7QfG3Yh3CqOTUHPe3XFEk9NKSTC5wvjTgcEl0nrE2kRxlto8ZpDZfFyPFBIxNT7/5TPOaaad5VRmjiGznwy7d+8Jxzcuzz9zer0Q1khuigLEUshNOkrZYchLVKpsLoxV2Krlllwztlm8NmwkQXYBVMGGxSLGa2cMU2sMO9c9dI5xGpn2E2jDerlgLSg70LRm2O/ZHXaoFlC3B1ehmmNbJYDZ54IbnYzperiuHS0tQ1oWagrkcKbESFGaMjq0crSaKQlQto+sZNGf4kbYErV53DCgpx1mHFBW+LSiypZnQhkjis8uJKIamjI0JZg+PwzU3Mi7A8aIcb8VoYVojXjDWgGqjICMkpHP76RgCpHLYlEi/siZGLZOXfoWD6Vosue08ncbvISOO4MA1PvR3YdY/XDXfbSYRByiRYAhUVFyKRGrSSJ0SMK6Bdbzwvl44XRZKUqjrJdOrKhO+2l4UmcUX9WTqiPjCp/++gvWWOlClIzxWqvkWAghEUIi5sJSLtKVec/hLpFSYRgst6rcGrknglyFIrUJbSrFSFwW4rZQ+wi5VKHcaC3aAduhA9bIRYrS+ucoqs5SCqpK2oas3GTEmnKmlkRJqdOOIiVGUZR3jYZ3BpvFHwrdItI9lTfKVJMkGRFHKRpWNpYdD1iKhFhP48D7d0/cHUYOu4F5GvDO4ozEn3kjBbkpTcXjnMOPI8qOlKLIMaNaQlM6tk7Sb5rpY2QjF2gJfRZqVq3iUb1CDGppYjXSVyyixPiJepdvhTJXKhKvVriOmPu4tgdv060qV6Ju62Ir5RyoroAuRYpjyfLZ3ahR9faZqqtftBfRf/T1mwVzDRGtMnZQEDQpRtblKBi8mhnGgRA35p2nlIr1hpQKe2XZ1jeGYSRTOC0LO3fg3X5HXT+h9cxwGDnnE6evnwkhsQWRlVMF2BsbpKrQyvPyttCsZbfzFOt5ePeRxx9+4MP7e3ajw2hDPJ9ww9iRZkkCks2EdY4KzE+PmMHx+vlnjDM8/vgRPw7sdpZhsOSoacow7cQ3ONiPxPMJ1WT3VWIibyfKsmFSwxlPKY715TPeN6JKOCvDeTvtuP/unrgOtFqJxzfS+YW2nPGmsb1UlLJ9zCAUIsIiWK3cxA9nFXp0YAe03uP37/DzhDNw/PIzy3klJTE5V6WJZHI33MqOU5Rn8qBVnDZkLYdDq5oSGs1X3Ggl+zNEmpLbdVGKWhshNWLM+Glkv5uZ9jumcccwWnLKXZFn0drih4HD0x2UzHo80dIFOw6Mh0eaMZK1WRuycJBbdN4S1Ia2mtKUFK/aiMtCDhmw2NQkNSclUBVlG01JpBotk1KgYvD3jwyHATM60I2SY8ftaSiNtC64aYZWKSWhquqiBNNFB2Jhsd4y39/R9jtKyV1iUclxI6+rmMvr1uHiQkX5vewwJz/htIEgjNecMmETEIay+v+1WzJao5xjmGeBzqOkWKZIzT1GSZubtF+r1hWOMuEQUIGWNkT3DqFKFNT5dGFZVkIIXM4XzueVS0hgHYMT5qvtHmOQSCnx2l73d6ofcJqUtdhMNnFTWme6slORiiZVQ27gtCWlRo0VdQkAxCDdnu4FMhfxPapOnCn9MI4ps8VEWGUadt3baqP6NKeh1Yw2BkqmFdttNZVaxSCfg6DaFF1s04OqSlhJWyBsG9sWWNcgkX1roJXCYDTzYImVbisBmgA7bFfnqk65aSWjW0Ej8HNl/a1otSaCpHkaeXo8sJuc+Ghd96tyjartfkatscMoYP1hQFtPyZVEpWXpasXmYzDeoKz8rG4dsenCOK0ooYo4qq+fa2lgGs2arnYHlMIoR82JuFxkTNrqjVMrl9++87Qywr1doPr++pvhpvYLie7QE9lFy5jX3MRDpRRaLX3q9i2dRZV//D7/9ki2KfaTISHKrvfTO/6Pn/+N73bf8XZ54/HxkfN65LAbWV/PeFsZhol4ObMuFz58/xGDPNj3g+d+tmxxj4mNGhLxfOLycuTtvJFaRQ0zVTWyLhgvv26cHN/5DzQyd4cHrPd8+P49H3+4xxsDNaCao+ZKqCt6GChVfm1pBW0VbV1YzydS2Mgx0VpjsBbjK+HlwtZgPjzhdzP5skDOmBgp5xdBeRXJAE1rpuaGMprp7sB4/yOnU0K7I3H0OJdJl41hnrj/8Z/AQkOTlwunlyPH5xOlFIZxxOiCcUVIN6VS1kDTM2F7Zf90h53vMdOE2kvBe/f9O+wwEF4+01DEWog5Yb3FTw5y7tl9tQsg5GFSaEqSsds1sd4YS8awpsKHn96xrIVYTqRWBRVVG1UGs8SqeHr3jvv7O+52e0anaVEg2H6YKE2JEXo3ogmkrFguG/F44e7JMB0KTSfsoKktywuUCmJytmgjar9qDNoNpJSpeSEulaF56UKDHNLaSkK6tloKXwrkprCTZ5gmrAeFGKxbvZ6umrgF6Qit7VJ2iZxT3ZeljZMuyVicU1grEvvW5GAuOZO2gHFCcMrbEa1rj7BSIjD4HXzNdsChaSkI4zVnUae2Igf41VJhNFZrlDP4QSAFqolv84qUU8qIXUIpmmqoDqEonfSDVj0/0mAMtNLINYvYJ5XeRRZh1iIHtNKCibPWskbpRlMuJJOxReO92F6sNTgn3Y/RAg64oeKUMGNRguU0yDMtz4eQXQC2LZCipK0YLTF6aEfTpiMAAdU6Jk+sWalCiJUcQ1elS6difb0Z5ssVmt5H3aLElHexVvk71UuhI89JKYrnfA1sWySEwhYl0qs1ubjMgxYhXGnEVEipdnJPE0uL0xjdo7eauAa8s7hxxI0Txg1obRiGgWkcuL8fmbxkllqj+15P3pfWA9y1MfLrvRCdpEAVyJG8LtIBW4ObZvzgMVbIZsaqrmfv1q4GOck4td1sYF211JXGqNa1Ao20rWynMzXnvksUgEMt8rNQ+vq9tT6W7fag6+RHwXX6JOPaLhRDfNmq35BqKx1kAMrIxKs2JPnmxtv7r79+20BWV6aDI5cCTfNw/wHV/g1jNYnE4f6ec3gTZeTg0C3h3I7Ty2e0Mux2BzG8p41hGHDWYo3H1Eo4ndjOF7aQyE2xnDd0qox3O+4f99C0hFVvAa001ljGYeTx3RP7eQchY/aCKUs5E5NAkkf3iBsntFHkdOb0ywvHzy9c1gvburHEwjTtqblx/PLGtq64aaLUN/zpVdJYOlz4/LKQioADmjbk6mgIzkrNjQ9/+JGY+vhAZZbLmZYhvJyx4884P6Od4fz8lcvxBOMEjKxpYzCSF9daw5aM1obHn37idLpgvOHuwx1u2jPtZpSyWAvDPPJ5O6GdJcXK2/OJ4hy6NaxSfaTKzfTMr5BZpTSMEivE4C3We2pM7EbNvNtjneOyJNZ1vXkRm9K40fP+/Xt208Td/R0WUUP7oTGOhlYDWnvGURNOR/TV1jP/AAAgAElEQVR8YImNWgeamghrIteFFFaKFujB7v476Ux9RpNJWxJPsTGkLhyJCYa9JDrklNFVZPi2cyy30wXVRCTgR4txWeADJaE6mxY0qkFcLsyPd3IA5tB9fHKx1dqivOxvlS5iq+hy9dZ9oPr/oe7NeuTKsivN74x3ssEHDhEZOSirIKGBrv//M6pfGig0OkstpTIjI0j6aHanM9bDPu5ZaEhRgBpopC4QIBEk3Ukzu3efvfda39KSm5i7jhQ7dgO6ZoyJopj9hfy8v6WrVwaTC2kLhLATk0AaSi6UUJpvTw4OxopPz2iF1dK9pFLfoejGaKyVkaHSQBvlpwYMV7bt3dopP7cw5JRkvyQzbrFe2c7T2ebdrBlyIOyBfQ8NiWcwVvydtZNEEtd1IlRBSUFqhRGl8Z2nVI0pBl8UuRT6XkkiSgiSk9lIRJLBajCm4nvT/MPt/SwNFwdYLfCB6DvCukpnUgzohAuFrm+MVSohBCqF6SB2FKmZshuLIUpiThbxSkyRGEXpHnMmlfqegqKtwgOdU5ycafYQSKW9Z0VsQs4oXNuhCgzf0/c9w2FkGCc5LFjZ33becRicFFQn/OYUhEqkkF1iRRTV3ok/Xas2XQiBuK6srzNaVXzv8V0vP3dWVmpZfl+xWka2yggzWGbzjb4jwP/SxE7WQUmJ/boyP1/ZLguKKrth64QmlAV+opVMpN6+ztsINYf9fTwuXs83hm0jBr13n/I+vI325T2TDlz8/Qp+4Xb+XziuE35ylNzx6eYDwRambuCyXugPHZMdoMUBjVPP8roz+Bu+5J/pp5HT4YDVllQKh6lD1YozA4qF5fmVdb6yrQsJKwkZeaNajQoB6zq8KijjsP2J6XDk4+c7bo4DrrfomtivL+Qip90YAikXzJbwR03eZrbLlevThdfnK/O2EMLOriyHO8v8+sy8ZugNXcnU1xdcLqJiizun0w3F9OjO0o9HYi4Mw8RwOvH8l5+5LjvTUXP0PVZZ0jZz/XolG1G4vT5cULxQ4s62ZGLVuOmAn07sy0rcF+mEcqbEna7zTAe4/XxH2K4oMp0t6HRlHHu87yFfcV6hrGcPmsuSyaYSKchkQ4Q6onPRcvNYQ+8MBv2OwFIl09uCa/aNu48d49CTSs/rxfPzF8PTywWlKuPo+PDplt51TFNPzZXn+QmtC2lXxBA53Y7UuDFfLoxOfGjaiToy7IGUK0U5rFekDNpZcpIE+pQsOdS3cBP2valPhx7TT1TlxbOVK7XEtsvcyLHg/NgINJm8b4TLK6oW7HhAOwGxxzWQwo6yglxM+woxiFLPOHR/EJVoyegSGoarIbuqKPC0Edak+NZkT5b3C6UlzaP/YxRMmyJly2yXK/u6v5vkU2gn7TdtvpJTvO9kZJf2reUFSoB4UVJUZF8pQooUA9ueSLHIoVJZXOsk3h9VVQrQWwzTG7zbFCO7zlwIW8YoxbrtbEH2j8qARexKxgGIQGUYRyxiO6pv5v5asb4DbRlcL90DFZVXwlrZSmxwgbf/hEqjlJVxn4KaRSwokIzaQOYGawW4niV5ClKhqoTrC2NpkPCWoBFD4Po6k/wukAej3rF3OSdiA9LHlhUas4AJRGTlKVq4qeiKteCdHGYKmqqsxIs1SLxWsj/11uE720RaE9M0Mk0jwzjgGiTfWs3QNTWsF8GhiJh2yMKyLbmSa6TsK5WCcp6SYV935ktgft1xpo1u+yBB8lZTw1tWZqN6eXlNS2rd3ZuNxMj9lZPsdY215JjIWTrtlJqgT5m2S4Waiqj2a8EYsN5hapGOPgTitkroeycjaN1sSCXnZtptk4K2S65vPm0jKNeqyvtI940y9K/eQ790g3VWM/oB5z6yzAml4Neff8OffvojN7d3qJAIKdCpgVPX8VACn/WI90ecE0Nsrz25H5h6i1WKYzew6428XPjy8CRvwhooyjKHK/v+ytX3nKYzSmX6YeK7Hz7x+fN3dL1CxZ20zZIKPy/kElkvK/ZwxA4jthdfYQ6ZuO/E7UqtEWMUIQT6EbblyhoLyXq6viPmyDxfMHtGG0FKuQK2k6y34+HYdieVw43Hm0+s15395UnGGp2DKP4tra0ITopivYgKMK47w/0d/bljPHbUk2b+trG9LGzrzr5IKsT997f0NmD6jnDd6b2kmK/7SrY9uUbydkXrAtZRnWcLiTUV1lIIRczJVAGRd95y8JaujWpQIuqJKbHryngyhCWwfAsMk8fqjBs7yl1HKYXOWo6D5/6uo7M9GrheI+sWSXvEKYU10n3MzxtpDvhTZJpOzfWUqChsf8D0FmtkR1hrJawrKCO/Zj1URUoLRVm0svTjgJ+OaNuRUyuUKaFCRpmKtr0s72skrhv7yzP78wt+GjDdiPIyxgnbSkkbNWfSNhOvr9S0YVxPd2xwhCpc4FpFOFZb14JKzQ9m33mgVhmonpws2E4ko790JP1butaFcA0sl1mSd5SMWFOI5JIl49IaKTxadky6ivI05EJuHb3W0u2UKjvNnJKwjJNQdd54wIIzo03hhDogh5Nmzlet0UTinGKQ4qG0IiTxKBYkeQMtlglrO3w34H0vHZPxAhDIEhRdam4+YEc3dFjvJJXo6SJotiojQ9q05U3M5rzDOzE15RwFdtBUnWI/MqLaNq0o1iL2DeWo2oPuQHsZ+ZVErZl92Si7xplGAkpZyEG5kHIl5irFu0CWqBCsMwxaY3sZb7+9RqZG8Scag3aekGnvAe3Bb/BOFMBdJ2KeaewZx55h8DjvMUajFXgnRbUbJ1w/si87cdtIYZcd9b6S9w1DpMae4jsqRtY6YgCVhKStsFx3htsRazXJaOIufOC4i6bFWCHsWOcxzsr6o6X7yERAusCUqkQIvh24tIEGMyhV/PQxCQy/ZNFcpMYQTnsgbjsMkompbX4/EPEGgVAtjaX89XAosaktH1VmsTLa//cWzMPBcXQT0+kzXx//kc5lzh/v+fPXf+HTh0/EVEVF5TwpVAoWpSzH/kzkBaOMhJUmAW7rWFkfn7j8/I2XxxeWbUebSkD2dDkbMhbbGeZ9QWlH7RS3B0+ndlTScpKdZReZ951t28gp8fjTz/zqP/9nyb6rhawLy/xKSoFtXwmxUK3i6esT/XlnOPUYA4M3qLTzuC8sc2LdZvwwcvr0HTmKOs+aSt/3ogK8vHIaPVPf8e2ffiSHgDUw3t5S1EDOEWcLikzJOzGvLBHqvKCf/gLbC4ZMeHxifrpwmTdigevLhVw3cqyMU48yB7ZLCyzLiulYMM4wv1zZrxdUFUB2Sok9Z7YiuyNFM6LXiiFz7DpIlZz+Gg6bs0IFxbxId5u2wnARH113nBj8mU+nI8fzgfPgcCVArMRIU6oOhKDYw8I0GNbFgO/ENJwyQydFu9BRq8IfJowfZa8RAyFUti3je0t/nLBOvKjbHjCux1hLNzW2rhZuZ8miciNnjAXbayqF2MQ4y9cnStxx49j2RYm4R+anB4zOlBjZX1f212eMqbh+aFaFAG+dop/QylCI7WauGOMkd7YpaZXWZKVw/UixTsQIv3CD/S1dZQ+EeWUPhdxQcaKoLm23GPDOYVvQstFBbENaEHGxVFQG23nB4vEGw67kokiliO/QSQakUkJ6qO38QfMihhgFWpBkjxpCEDVrEBM5jRmrvcdrjfGOzjl670V4No4M/UDvHaN3lGIaSD2TckLSa8A272ItMq4nB6yuIhjTku1YyMK5NqByECtSSmCs4NSqYOtSTs0/qGXkl5UQbPoBPx3oj0eGw4hp40NJLlklSqwVvZLFR5pLlU6xvu3amuJYy+5Yd9DV2tS6UkjTbigxtvVLpesbYq5RsLSxON9xPN3g+x5njPBlrRFxkH7be4qS13tL33v84EV4h/x6toYtF+KeiA8XnJ1xncONR9AO6zXGW0qQLjw3ZX2Tr1JQrXMO2CRTAfUGLrAOY1373NV3CEWJkYwWJa91YMC4NnJFt+lDJWfRe1QNMWSUbvvimKRA5iqB4yHIAbd5P4G22xSogVIa4/5KG5IfZZ1Fi4r7t65fLJi21xzGD+zFUqvm6fkragI7iik1FfC9Yxgcr99mqBIke3PoeYkzMUd87TmOJybdUR8urM8z8+VCyok9VNZ9J5NBO24/3mMwKCWnlGE6cf/xA05DTRthkxOBMoYUd+IuO5GSK9r0vHx7xlrLeOi5Pj8wvzwxXy8sc2AvSAJIdbz++YH8p8rh/o6b2wP7ZWFbI+tV5O56K9zcPXE+HMkpE5aZaRTIcA2Rdb6SSuLpyw7thHwJlY+/+zty1syPj+gS2OeV58cn/OmGEAPffnzhJRdB24VEqo55bwG6yvN42Tnd3fLt5UK/F7wf0LbHaYXzEZMCMQoMoOQgRRlhTdYm9qe+BRoXRu8xVck4soosWzWeZkiV6xpboYCaDSlrjD5we/7Eres4346cTwf2GfrRiXLOG4ajYXk17OvO/fkOf/6A7S2snrhcCaZgxzPd+YZ92zC6MB4caa/s89Y8eor+dMJ3HSlF+bBqRX+YUNrh+g5tTKN/yE0jgb0ekER1ZRJhT6StsEWF0cITLjmSlgvXh2e264XT7YmwJdbrQrjMHM6DGJdrpqyLeMAQ/20uQWToNUt3WUUNK+oQ9a5yVLqjWNdoL/H/Qxn7/+/KIRCXVYRvSpSkYoSXh1fKjZakNE4hhQsRsuSUyVWJUrl1gYq2jzSSVk/cKDlinGvISnm93kOPq9icQkwCMg+Bbdva+FV2oyA7+FzBOks3DvRDj3d/LZp95+l72cdZq8hROKC6RHSRVI9UWjyc1pScCWFvRCBR9wrUv2CQ+LIca/NtS3eCFu4pWrVxYWoRcxrrOwoO7SzDOEnQ8nFiOo6o0qAJO2zrLDFl+S194w1Ir1Faui2FHG5VrWJH0RrnGzmndXMVzaY0EU0KiZyE8GO0ZGoaK8Is3w3c3t9gu04+t23/bIzQl1RtgcmFtnsPqKxwuoBTaGXJVktWaUhs80VCvxP0aicThGiEjFud9y3Zp7zDCCqQKhKLl2TXbZzcw9ZLl4lS1GZdK0WEim+fR+NdK+oyrldWJjsVqCrLqLyqtgsX72zNArjIqaCIsl+2VkLe36AJ0HI2K8aqd41DFfFE+3kjUP97d5jTcGYcBn58iKBmTNbMy8z57sTrdeX2OHBjzuT9mYfXwO3pA85bRqc43v0avRfCvvKbseP1//h/iOvK0+MrL49fub6+cPrwmZvuTE6Fbd9lLzWc6E8TVitOx4H7c0+YF8KiBAGXouRg5oI73TD1jjQv3N/f0/eWNC98/cc/8+3Hn/nLlyfWVCnWY4pg25Tt6T5+j1KGsFz58uMXDqcJMyiO3nO29xRluG4ry3XjdD5Rnq/86Z9/ph+PFG2x/YiuCXqFdlrsIVpzfXllGAVQvV0j3f333Nz9hv/+X/8rnS9ob3n8+ZGwR3JYMAq++/WvuP/tb9lDwZRE5xTjr37Ftz8/sc8zN7eF6hyPDxvEzGW9otyAUk4+REZTs8FUULqBpGvhNBi+/zBwnHrpLqvAtQuFEAo5wLoIeGDsDZ+//45hOvLb333ghx8+0vcTRlsO55HlOaLiI+ePE+gbPuyO65xZX174+3+4QyvN849fCGrkpy+vjC8zn393oNOWFHrmZcPkR0KUDmB9KJxvejpvef7pAWqhP5+Ybm6oKbK9PLBzodYDSnvSHiglM97ckqNle36CPZPKCkahp4HJOQyJrBXzvLPOG2lbOd/fMN5/4DpfiWln/HhPfzqx75k0v6K0lSxNo0TsZAwo976/SjlJqHRNkMVkYo0Fo6lGk7Qh/lJE+9/QFZ6vvD69sGwJ5TzGWOI6Sy4lCut6AWR7jxsPjIcBpxVh2URwEiM1yoneNZADqsqfKZkcd9kpRcl27McR5R2qFNK2EraNsAe2NbCuO+u2E/dAyFloOyXLARhDN8ko8TD1TIeJYZjoOimefd/RdY7OWXRY2dYLyzyzbnuDd1TQwqQV+0BqeD0Zl0pyV24HnULYE2GPXF4vYsFyRjI+tcJ6JwITpbHWMIw9v/3996RiQMlo83gcuTl2eJtEHJXF1rau0knnUluepewpjbV0XWVwoEuCIrFeMcnI05RGMnIWg0VrTX8+Uk6GmBTbJsg333V0XY/vvHSM3jB5I2Is91efY2nRVboVWG0sOWS2lwvh9UJJb2pRGZ1Og8WZqYVmJ0LOhEsgbktjuILvO7GGVCPwB0B4ZQJ536PEfhmj6HvekZS1SkJMCon4Bvgvoq41vqMfjxhj2wjXoZRYTzJBDv/ayGvjrZCW0ECkxMA6r6iaMbqKZfDu7h36UJpi3jqL7TpMJx2vbpzbpteC+qa0/devXxb9ZI047RK6QtdN7NuVbpqI2fLh9hNfL6/8/Bzou4HTdAJd0WiscuQSOVrHoCHknfm6UXSHPX5ERcV1Cdj1Stk2lHEUPWF14rv7nsNhRKeMyRt7cnTTiPGGoiT+yjmNMxlbFXboMGVje45cn2deH1+4zJFYLX6yHI4nVD4Ip3Hd6UdD1/eEg+b6WCnZUqol7a84Ix4+7RXOemKGbjxzuL3FjxOHQ0dermKd2SM17cJ/rY59nSm7KMrCnqj2Sn8aGI5nvv3lR7yvGOsIS2ZNHSUE+kvgO6fp+pFaNM4Jtul0e0vYdlKpaBxY8XvF541aI27sqMaRa2weJGmCrJduzKTCft25HXq87UAb3GDJSrPvItU2Vnxj5/OB777/no8fz9zfDoy64knygNKG3SSWp8T5WJk+esbzkUMwlI8nprGwzCt2OpKLow5XTA/a9xjnmD7eEV5fWJdnwjpjrCGFirYH1kW8Z13n5IaylfUyc/32lTL51h3M7NcV13XUScatGCMddSqUtEjEllEoLILqFvVjP3rc4IhxI4cZ32v85EkpELaI6QZ8P1FjaGHVBq3Fo1VLlqO4bj7ApJtNB4zrG/TbIGlN+hdvo7+V6z2vMRWMkQ5rXTZQCu/FpmG9x/cd3dCLMKQWom4xSLE2oZCIbNSb4hDpksIeqYiiVYQxUWAPRfQEgn7b2Le1qXSj4PhKaSkhvI8lx6FjnAQC7rXGa+i9ESpNZ3BOoUmEbWGdr1wvV5Z1F/FgFfP621i4lPTu1cspSZB7SKQYmoVAE0LiugmH1saC1hFqkXBmrfDeiYBmcJxPHVV7lOkEJ2cNOQa2LUo8V0yklEkFYotQk5jIVsQQlmyMBUsmpURsfN0CmPqWEymjS60LfWfQrqfXnuFosL7D+Q7rJMDbGoUzFciSxlFLs27IyFEb+85ooBWtGCvkRApSBLW12E50BzWLB1JbK+PuECW/NzQ7RinvcAvrvRTmnNrYuTSutVhVCoocA3HTLaBbrCYxyPcuOUnggzZyoDEKrQvWAqpCElGg9QbdGZnwKAWpUrKkl6SYSDGiawYjrN+ao9B+EAERLdHEtM+5cV58mUoU2Lzd879w/WLB3PaIUh1GrSituRnv+SktGOMZx4/8+u6Ox+eZsGvGocdq6J1lNgaisFzv+57yFKhrwijN6TRy8mem44E//eH/4nJ5pRQYJs/xww3aD+yXBZd2NJq4LRw//47udESXzL5UogPtPGnfWK8bvu/IlyshJPawscdKzAk39lhnIOxoqxmnnuu+UsvK89dnVIN6n+8/oPuB1+cXUkmkdadTAitO+4rvesZRcb71WJVY54waJubrK/u8YG0HtrKXJBYbqzDOEdeZ9fqFrjN0B0/ad9zQ01eHv+3pesevvrsVVdsw0k0Hcolsl4VxcPSdAV3px54UVtIsnVbNSSJ9hgGzRmi2H0oV/5wWSXdq/3s8eQyWWiXLrzMdRSms9fTdkfubiY8fTnw4dRz7kRIkZ3Ps5et1Q4e5/x7TOZz1uMHTD4bwurJfngHF8e5Iekn4ztANArjWNdGfDbqOPP3LF2oWUY02CW01+3KVv6sVQcI+X7g+fOX550eG3/1ASZrr0wtx3RgOcPn5J/zxiB8nSqykbSVen+iON2g3oK2TfWfcqSngDgJeD+tM2VfU0JHDRs4yfvW9wA/StkBNUgRR1BaWW2pBGY2q8rBRbzss7ahKpPFKtYPHf4BrX0MbZcnft6TIuqy4vme0TkaczuF9C4amvhcN5w2lOEqRJI+cxPRdWnqMRGdIh+rHEe89FAlJqDGQQiBsgW3d2LeNEIPsHGsVu0pTdmstgg9nFH3n6LpOwqCVxmnwBrxRkmsUI8vlwvUyc7nMLFsgZCWFyRZsCzGmZErayLk2wHl+H7MqKtp5eYi3fVYptZGqZISqasUq8UsqVfnuV7eYt+QabaCIf7CmJqBKmZiaxaaIn52W3an/J9uSrEcMBUOqmlAkk9JqJbYco+UGruIT7foePxxQbsB1ony1xsjXbJvQvC6C8EsCEqBBGaiIiKgkamw2i9ICtYMkzhijsXuQYqQ11vh3oz/KotxO2eV9q6FgYsGmjK9vXydSklh2ZISq30fKYRHhne28wFba+DO2HaRCk00USptBwC66vPNjtaqohunUWsveFAGx55z/J2pPbXSpTI5RPlNWy32Meg+V1m92qLbXrDnLmqdRq/6t6xcLZg0GZ09ULpjiOB5GnmJPzh2//f6Wby9/ZosJVS2H6UDMO6fhhq/uQR46NeMIqG0ABd4Lyqz3PcdOY+2EcaKScscTHz594PbjHa4kltdnrFaELKgnBaRto+4bCoP1DnsYUVtAWct+2bi+rmwhkgCMYjAK1zvKPnN5vFALlKL59rJQVYfRmm7yDEfP6Xbk/rszMRX264WyvTI/vjBfn1nWhZAX5m89h/OBvj/K8tha/HRDWBfKvhNjEMj3njF6I+4XlssDpXjCvKKtph8GjucJpS191+F1JMwrriimEWqImBwYe4/1HmWtqNdygBRYr1fmp2fSsjK5zHnqiKWyBllW16plGtB7qoJ1fuV80vT+wHqNWGU5TAPVOcaU+c3f/Y7DOHC00Fvouo69aHKIUDN5XziNB/ynj1BFZadSRqWNxz/+M3l94va77zjefmSZNzprJRj4shL6F6wz5FBZl8A0eQqa0/2BGCLL9cp4HPF+Iiwbj3/+Cy9fHnh+mPnhH3rCntm2AsWyh8T6+sSNETtKWCPXx0d0vOLGA9pXlFHkTfZ0Yg3MbMtCCi2mSWnCuqHQOOehZsKyEZcF3wtHModdElbyLvQR78Uj2vYc4u16iyYS6oz5hRHO39IVGhDdt87rzfJjkYe5cSIQMVTIstdTVYKWa6loLUVMbKeyR1LN5F0B3/cYZ/GdlZSRWBr8W4Q9MQTCvgtaLleBEuSWNVmVFEtr5NAnaiTxEXe9dATWCnmNCknoOctlYb5uzHNgS4VirNCXbMOjtaSafdvlQL3Fd0tGeRu/xf09E/ONmiOCFk0qwjI1Ckoo+DXx7dvCdIC+z/StoJewtQQT6ZxCzLK/bBCHN+iRxF8ZnLX0fUcKAbSl6kLRQuZSGIpyYD2qjQ1dL57K8XSiOxzx3YCxMq5VtSV4VNiNYV90e2bEtitsvlNN22WKsrslTlIR4lWuVRjKCrTRuF7JwbLzWN+x76FZO6BqRVUtbqsBA5S1KOskkKBUjBXEIkrLiiRGeirGd+3AaeVHXZvosyKJwJqaIYXUrCGCFFSmhV4r1eJC/7obrq2jrqimfBUBEMo077yWqLX25wUmIfOokoSBXHMWQtIvxJX8YsH8cPqe1/3COl842AM1bwzjwM3599wPif/+41fWAFUbpmHk+fmRuF8xumIjHIaR8+FAv8JeC+ie0XuoEOYHPt6dmCZPNZrhcMs49Bx66EzHONzJWBNJMqw5iY/yuhJz4dAW3a4zDbJdpYCZQopXrk/fSNUyTB0vXx+5boGcFIfbGxE3sJKVopbAtx8Lppzkhi8Ksy5cfn5g2zPzvLCnmSVX/vDfXhinkd/83W85nY8olWSCHiPbnsgYTJGYoOXyxHL5RrxcUNqSojxUUlgZxo5aPfl8gzpMeDcRi+Hx60zZNnIIKAXjQSj9sdk4ri+vPH278vB45WXe2PbEaA0/fD7ydI1c5ygfUIq8B9YRA7x83clDRlmHc47jeaA7njHa8+vvbhj7DpUlpLs/jlQT2S4STE1KokbsE9qMUC1xmVkuO19+fCU8fsEoz+n2Hm81w9iTl4XldUXljRw3kuoR4WVhuy4cbk/M1yDK6pTQRvH6dOXp25XLS6RoLzmsKWD6Hio8/uUnbNk4fbhhu8ws88bT12fubg+UWKg+EENhvc7kkOh7T04SK5ZS5nC+IYZCSVmYsUVS5PdFMHfGiz0hLAt5W6FmiR8zzZfYcjlFfdfMhVX4q/9RrpQL2ii803Iqj4FcJbjb+A7bDzgrqL8UCrokQd6V2iK46js5Jaf0DsJ+Y7FqrSTpAlpXF98TTFJKxJSkOxGHOKVI6LK8vurd62hUe2BGAblbbxmGDu/d+75JqDmZPWT2ACErYlHta4OuIhzUNVNTZF93tpDYQxYLh2BfULqleuTS9nPCZDVvaD8tnQlaUa0hVkXCUJWY/nVTAmulSSnI6DIkQkjvI1bdYAiqVoyiRayBM5VqhIikrUNX0x7sBtt3Ajz3Duc7xtMt0/HI4XxkPB3fKUcgYpZaxEUohJ1MtIoUzPuoMu5BgtrTTk1RXm/ncb7HdWL0F2i7rB1q1Vgt38NYEQulqQfA7oOMir0GLTvMt+DmN2C8taIwNk668JgTNYLeC06Bbjta2ymy2ihppaDFdqIbc/bt84Zq6Er97uFMolyilgRVoAtKqb8yhkolx4wkhKp3EVQtWV6DJuqrtZL2NqWj4lT3ixOjXyyYt9MJoxKmGC6vL9S+p7878av7gW+Pf2AJG/Nlx7gbqND3I0/XZ6wpTK7nfrzjQ9cT7At6GsXHpWQEoIAYVmpOWDfw8fNHTvc3dErBPqPCjtWO/niQCJl9I6y7hExr2DZR2T6cM90AACAASURBVKWUULWS40rcNi6Pzzx9feTPPz7Q397x5eGFmCoYwxYiNhbm64pzhpLAeElNeP7pq6ysGvKroFmXhWXdoe+Zy8qyaJaYOFw2ct7oVAUsIcMWC/2hox9EXRfSzvZiWIKh7q9y8xVFMSO6m5gOJ6jNTzRs2K7D+wNRGVKG+eWVpy9fAbmhUIVli6h+Yq8La0rsVTqCj2fL7384syTHw9MusOVtRavK8TjgnSfEjWkc6MeJ46Hjw6czw3hi6gzea9KWmY4Th7tP+KGAekTlmVLh+vCIKgv9eMANR3IoaD+gpntefnxi+DJzOH3B3n2kP0xctsK2Xkj7Tow7ejiQ9kLeFcPhBNphvMb4hO08ewhcXq9k5TDjicOtYX65iAihP7DNG5fnmfOxJwVNDCvzsjGvkc/f9ayXF2KYwQ2UJEAGO/TC7wyJlCva9ezLLh483VGVp5S2z9DC9d2vV9IWpLNxDm06UdNV8YzJCO2tnXwbF7359f72r9jSJFLYiCkJVUmSmAWH1zn6fpDA8Syj7ZTfMG/5XYJPLe+q13fvWq0y1iqidqy5CH6v3aO5iWFySc2X2dJQzBtMXMAaGt49eG9Sf0E6tritFhCNEpWkcgPaV0yqaBUpzcJSiuylUpK94rIlYvs3KCNKe3k/K5QscVgt8DSVKokcztDpt4BjLTQdL/svbaVgvtlOcspip4i5rYYSqXlNZTIqBa3qSjVQsyIFUXlCligr5bDW47qeceyYRo/3jq4bON7eMR1EiduPvRThxkitFNBtlNhZdPUEA9Ga1nQowhYEWbnOoBTOd/RGY43DDgPG+veCWZM0KqVKKIOq0kc6pxl6USbXIl1lzoXldUHb9prSDj9WUkpc16xh29YOIJ1Yx5xvcHjk80TBuE6gJ9bIAaUxsZUSyL3Wb3B95EV9w3VVKdTKmncMXqn/r4KJolpFSRB5u5clMDxsu4zdrcY6Q63u37yHfrFgaq3Iu+Ly9EqOmad44R/+/u8weebnpyc6a0k73H24kcxBY0gFlrDwYbzn4+kW/XSRU1+BEiLzcmG5bpSUUcbh3YDrOqap4zQZDIbAyDrvhP2KmwZUkZieUioRId0XLScUVSN5v/LTP/3IGgPrdebLl2e2CpO35DAxTB7KAqqQVMCNHSEqut5jMKA8e7GEfcNYGZX240iOhhw9xvdMd3ecPxpsTVxfnrg+7ByGHt85dD/RjSPOGcIaMCbQ2czNeUKVytc/PaN0QitLlwqdMwxOgnHXbWX/slHTzPfff0KrBCpSyIRqSVmzXVZK3alUlIoczhPJdYworC0MXeFsKz+cMr+/PxJ0z9ennRQTQ+85nE7kPeGc5e72xKFzHKxh7GRERAo4axgPB24+fiDsoiIkO1COn/7Pf2H+Fuk6x3C+wR9u0Ac4fT5wff1M0oXrqjhuEe8N7jByfTGUvVBYcVkRgmKYDow3N0LTUQVFoabI+vyKNnD8fI+fM4OTrt0rRy2Kda0kPMP5hmoH1usrIVYOpxP7tjI/fMUPnu50gx8OOG/lhlOWUhXWOpQbMEMnHrRpwHhPXIUJqp2Vsf62QFG4bsD2Pdp72c/lSFusNEhzFCFJExO0rJe/+Us1k3Z+E+vU3PjDssMRHJnBaU2NhRAFlr6tQYoj+s3QhjyppKMrRdTZpUgHn9uwT8KVIyk2zN22iTIyiyrTtmSN969VBHFnesPx9kYyK71737XVLEkpIWVJ9kgJ1znGqaOqgt4VCSXCQKVbYW/FEy1+UA3t6ds6VSlmglVr0PQirFsUogZuxdE6886yNS3MPKcs2L8oBTO1gtvw9M0In5s5XpGpkrxbKkFpET3l2oIChO96uj1yOE0MXcPZ9RPHuxvGoafrhP+qxFAGtF1yarD3EFE5N1iC/F21UqxX8aJLpq6mmorNTZDUxrBKy+i5ajHv57CiVS9FUEnv5qywd0uVrWlJhWUOMm62EutotBKAi9b4QahLWypoZzB+wHrxWpdmdavFoai4bsAYLVObBhvQ2rzBp2gnV94A9G+HV9WshrVhHqlFwrqzJMVAkt8TlcDegwiM3sVXWxSARu/lnvgFm9gvFsy5LDw/X9lfI7//3e/5w5/+b7zJPD4s7EmhycQkzMF9X3FePHWGntN0YtJWgM3LQopBPDC9YzKa/bISi2K8ucU7Tec9tkCcX1GA7z1bLOzrjj8PrNuGNgqrLVl7unHAmcKeV+ZlZt7FmvJ62ViaEfa6Rn74u+/Jy4Wf/uWVeQmEtHI6HRinHj8MWHPD6HuoFecKYdtw3rNGw/nT95yMw+jMp88HtvmVvAeu2bAXyyUq1B7p48rpxkENrRtOxDWSV4ELKONZrjuVnVQN/tsrp+kW6x0xVdYt8PKyYtKfGaeevImgwXpDjhWso1QnI5+8c77pGe+MdMSmUGJhfb2Qrq/c3lS6oTJ9OhJqRemeaejpxwPGDYzDQF42VAVKxPeOtAkUwfuKNxE3dYRTR44V0/X8izozf/sJq3YOc+X+h4E4/wWvFJ9/NWGVo785C6B8VAyHjmfXs1xfyCnhsviehu97htNATpC3DVUyy/POvq24w8T44Yhtgg/r79FkAeh3menmwHB7Q1SOojzjcaCGwOX5G+vrhkIxHAuqROKa6d1JxkHWYSz4acSNYh9x3hH3QNxX8bN1/l2kMUwH3NC1gpvJq5w+lXMydrSy56w0YYL1qP8VYfJv5CoNIpBjJISdbd3koUd9B/e/dXO5ZGpKxD1wfX0VkECLZBLBim3KQxo6sP1/GvP1DTieM3vrbq6XhdfrzBIFh/YmWMml7Z1UCxZWcOjlc+A7zTg43BvasAiS7226lEsk5dSQeAIKb8Rz+X3Fgs0Y66QIVOQAr+Tf/UabsW8Rbog5QrWuWVtNN3h8g713ncdpi0ZJ6HZuCtKYSVmUoUVrlAFTRKEr31cIYrlIwVe6SOzcm3q3+ZA7BX1vOUwdw9AxjgNdP7ZJkRXxSw4ieimyf0tB/is5E/adkpN0wLZ5Gq3Fd55uOAhhKG4yZs8CrIgtDNto3d5f6ZwpBZfTe/IHOaFKFgCgkaVs1pVU3vvnpr5WLQFGYXQFXXDeihK767AtwF6VijVGUkuUx/Wd7CFbPmkLpJFGUk4UwBv/lSbAM62o6qbQpcHYaYe4iiqC4ZMaK+IDpd+gCBIjZ0078OVM3fd/8x76ZZVsWnl6WTkfzpwPd+iiqXvk+bLQd564bzjbU1WkZFnwzvuF724+cR4PmJCYLxfWPfL69IzSMJxGwlVUc33Xc7o9MPiOzhv2ZWV+eUEpjRtOjDdnlEooXVHOE/eVqhVudKgaWJ4uXF8Wnq+SsbhFQ3EePU5MtuPu5ElPX3h6eOb1ujKvERMV+xLou45f/6eJ8+kIsQgxZ43kKhly/nTLdx8+ij9veWF5fOD5yyMh7PT9gMqV4faE96PIufPGfl0x3gvDdZzolZLGVilKNYRS0W5gNzcENWBzIu8JqySS6OXbzPV5wVlDLpE9VvakMbbDO0eIgDqjHCgtilysodLx4gbmhweeXhIHXRlswenaIOmO03lgON3gh4l9KZLzaRJGVbLy7Gvm8vWZzli6qcfWHaUr3hu++4d/4Kd/tKRlZk2J+bqwzDNGJfww0k0nvIOQxJBsDPQHz+XBCFw5LPjOU0t4T5fZF9kThj2xXRbuxg6rMrEEtDUc7j6yXy5ijr5ueG/oRk+1DtSAprKGlZfLAqkJfqJ0L904SXdRKhgZD70t+43VVFWI+0bNEdN1pIYs68cTthOgAUnU0iUGGRW9hcvGSAkzGIPxfbtT/u3A2b+lq7Q9Ty2CxFvXHeVGoRlp8x7kW9u/NedMillQiO3BqY0W+LnvMDKvQykBk/+VpvKWziGWiW2PzOvOvEfWVN4l/rWW92xTY60ozBU4A1YjSt1aqW26lBrBKucieoY9sLS8y6oR1qsXD23JUbQKRnaP3okflFLJb4/38tbFiCWrvKX7YKRrq5KO0Q+ew2Gi7wb6vmcae3SRDjrswoXNpZKrIjdij2mdN1WTlYDtMxqFoVZDLYLbyyU3S0bFWCMWECpGQ+cMnbctgiu97ylzzu+5mTnGBgmQ8ei+LpQScV0voh1tUUgqi7Va1MtaVKKlQAjSXZnYFMpGLCtt3krSiJtAa3KSTl/EUQajDMrJ2kS1KLbyvtKv6FogJzlotu9vrSiFaUVQt52xNVYyT3OiFNkla62opilwU2qj2RbvpfRf96XOts9bBSXZmFSkICLwkZorte2oUQptEbGVErat0jLG3bftLdDmX71+uWDmgt0S3/3wmYeHf0YdRnTs6bqZa9KsL4UP93eYInsRc5w49Sf+y4ffMMbCyx//xOXphaAUfhAD+vy8ie1iGLn//EG8XOsr8/6KMj16OsrJcZ+J8zNUmKNm3xIFgzt4bp2Eh76dhGzeRKHaOc46ktbIzz89M19PdB0se+F1g+Q8n+9vOZ2OfPxwz6ePnzgcLZP3xC1TcmLbNhEzmIJNT+R5ZX16Je0ztxPouzvccMB6xX55Is4vku1YE3us9MczetQ8PzxzfXrCesd4+5EtXTl0nt/9b7/h93//Oz58OGERhezT1xf+8k9/pFZFvO6sy0bIcP5wy+HQY9DUuBKXC2FPuAG6Djo3ULPGdZnb39zA737Fzz9dWLbI6fiJ4XCg7w0HX+kcmP3KYDbu7g5gTzw/LqTgGI6O09RjtWO+bPz0hz8S5oXxONBNEwdb+fv//XuWHULSbK8Lj18iTz/+md5mDucjn36Yme4/Yf2Jhz/+ibw8M54H5sWxl8A4TWzXyF/+2x+4+91nIplaDS/XlfnLM/2gUK7j+ecLp5MwftOeyHPkPHWo6QPWG7Y1QpKRdUyRrjOY/sB1S6z7E+ebCWsNly/fKNUwHg90Y0dcZ3KM6MZPjcsiN3nuGW7vGW9PqFpJaSenxOXhitWK8XjADgMYTdg38rpDXHHjiNIyVnpXmvyNX77rAbFMKLTwWM+3nO/uOZ0PDL2XhJEW6ItxKNfhpxPEyJ72tq+1lD1Sy06htv2eb95UCTE2SrGHQKyV0gQzynd4ZchZkkVyswZYp/Be45pgSCtI24qhp8ZC2qLsObUUtZSzFMt1Y94ixnt879GGlnQSRZWZRDRUatvRGiO5iDTLQxuXUgqqCvHn/Z1sAq/S4gm7znF7M3A+DHgs2xJJSahFe4jSaTbPJeT3g4TvDOAR14xD+67tQOWBb20TulgJrldaSTecZdwZ14hKgg913gmhKougKWybiHlyET6rtWxJEbeMjQtu39FaUVKSiU7e8Lbgfdf2g7Kb3tYsf16p5vucZWesNKuStY2xEuZAi7wzxlB9wnjPx8/38lo3tmuOQr+KIZL2nTaywJsCvUEhebo5BnLcmwdbMnr3KEQlSmqB5LnF51V81+HGoe1FZb1gNGArMQj8otYMWtTVpnMSpKAVMcmYVnyYFmWksRHbWKGWyHJdSGF/583+a9cvz5JUx3Q4YYeB9csD57tbsqrsaZGFfoHPh4nXeKX43MzemvTwM9++vvLTn76hjUCLrw8vgpayht5bctnYe89hkJDly+VKqJX+cBTqfIWYlajbUqWbbhhuzpKtt+wU25EyqE4TleJymUkp8NNPjyxJoUePUZGXZ1Ff9VPH4cM9t2NH5zxp2Shxp2yZNQRKlPFGiYGYFUFV0uvaluSGLRuIgbGrhPmJ+PWZ56eZvAau8wXrNMPhyPPDE6bvcZ3ncBxJSfH9r08c7j6TYkJVR3yZCSbx8voEOZMjVBz7urCGQqwW0/fsa8TWmXFwaJVQdWPfI1U7ajHikVOFGBZ8rEwny8fv7om65/bmE84bjIqYIibt+XLl9eGKMd8YJsdw9xHbj6IMXV/xXlIDwrpyvaysW6B7XdFk+tNCMo7zp894d+K6RK7Lwj6/4rKnqA5rC74rmK5nfYBcAp2zGHekKsMyZ7anJ7rTiFITbjriNo3uXohRs+8F3U2445mYIAYRkhwGK0Z057A5UUIipQ2tZTyEceITq4G4Z2rdKFnRTwNaJVKYCfvWdiGG69OV9eUZaxU3n+6Z7oGS2JeZSiElcENHP3jhZlbBneWQSduCNbXtMmsjPP/HKJh/3e+05Hol2ajOWZx1TVQTpcgk2eUB+K49WKJ0TVrJiT23nSKNSauNeX/ovnVO8j0E5eadiDI2qcYSpYZYSXRTHislk4CUCyolNBWKQrXMzVpb55obJs000kyW/NtUhDMaYm5JJBYQ879SGjv2xBaAXXIm7lnmA5X3kWpFi6ioqS3f4vJEGC1h2Yr8Vx9jTDLSz7UlBcknwjqNsjI90s3uYn0ne0UtAkjnHdb3WD/IAUVpea28lrFvzsRasSaIdEUJuUg6y0COQcaINWM7he0scVei0t33d7Vy2Hb2IGhA55swqoqdo2jQpQEVSgtVpkrOrdHt9dNYmxoL1r6POz3QjwmjNdlKSLyMiDUJRU5KilgpMprOUbCmMZG2jbgusmpzwiDORexgOUbSHsQGVgvOWflsWCNjVd4g6TIJiTG3g1i7G40BnNhMimpyAxFvaeeaqE++Zo6ZtGe2NTQ73b+zYGo90o9iEg3OMAzyYXieH7DKyymKRCJgnGENC0d7S10Tr48rbrrB6kpaA346MF+euF5X8jDQjwNbECFKjTsxa3al0cVRo+z+tO+weHzeUAQsOwaP8gPUJMzZsLHskWWOrHugYjmeLOvrK49PkYCmaMP9h57bQXG6uWUYmtpsGNHe/w/q3qTHkizJ0vvuqMObzHyMIaOqstHdHECA//8PkEsSaHDFrq7sSmZmRLi7mb1JVe/MhVyzrAUzCeSiUKVA7Nw93qQqV0TO+Q62RXJ55r5cWbdA0Y6qKk0btrTJqdR7EprrsrAugbZtnC+F2/nG1/ON3ThwWET56waHN4rdPPDw4T0/fLen2R1rshz3O3S88/zlLLlvqsqNrzVrqGTtMJN9Gz2FDDoBuXC7F263iK+K3d5St4pzwk2cp4lh2vHu3Semh3c8fvieVqNgygrkkLk8PRHXK9vlzv3LneH6hfffiaF4O19RLWP9QMGjhj1FaW5rpBUItaAdTNOV/e7A588PKFW5Xe44XRj2e7aXMyXdObw7EcIHzl+fcVoxzrNwHdGc//jM99kxPx5w846mB9bzhaoE3P3+xw/sjkcaK0o7VB1khCQ8M2pNXaggIzVtNcN+JsVMeFlQtTCZgRwSw+hJ60pYhQ/qhpGYNS9PF+K68vAwoY2mpsjleqPliPYO4yfGvdCHSopv4568RuL1zOHD45uKT0Y8f3sR+9e8tnWB1noxrCilGLzDKJAQJVENlih2kBSS0FO0wLqV6naSUigK2W11OEprvOVnUjM1CeGnlS77b6UPyOqbz08r6UStNVIs6UXcWqHDNCTaqTUoryzWwus5xQ6OyQsdRnaF4rlTxuBGR8oFpSVlo0RhuhoKJUliT+qUGUCmVd06JOljMhZ9i/WyDtcDzFPPBJU9NrzmYL4meQhwXoqs0kr2d+OAc15g5CCfS81YrZkGhRsFS6etF5WpahglC9dXMg4qCpgjJ2IIxLUnjOQshw4N3g9sRhPXLNShHETtHBOxSMF36V8eBnq2qWsCTi+yntIAU6NamebpbkOW+LtXC0oPzA4JjOnjUo0xTvQDw0DJme12ExRhFWwiSpGT8H1TiGitSEmjTKL2UW1OibjKexy8CIhMzqgQ5Lt+LZhNAOw59QScJqprvAc/yPhfG+HovpKJOnbvFa6flkDYkkwxc/2rt/NfLZhGScZajBlzONG48rx845YWDk68NLVqSsk4Y2mpMu9myhfJulTOU7o7SBN6Lpli2zKolU+fP2GN43YVqv/uMKN16yOJjBknhrHx8z//SsqyPzo8npj2B/IibMptERZhacgNVSLLbSXXinKOwzRhRyvjplJ4dzqxP8wMo2WaHaMz5FvidjlzPj9xvdxZQmNrmnGeuZ3PzLPHjxNxvVPiRlgSSmWM2YEf8Ac5mV5WSb1YSyBvCcuN+zXw9799z2AK7949otvG0/M3ShL/YYpVxjrrBt7jvcG6RkkKPziO7x/xznN7PpNNIWjLsiT83jHvH6BW7DBi3YFxPvH4/h2704HdIHsftR9R2tOwzDvNcnXkTx+4n2/cz1f+8I//HY0AArbbwsOnB97/+CO73Xtahyao1hhnsWLc7wuqXpm95+P7kcNxpOZCzIn7z8/YofDxHyzvPh3ESrDeOT4e0MPEsmbM8YFh/4hqIiLYH3diZCagzcA4T6RwYxhllOdHAZynLcpJFQPGM7iBfAbnA8Zoli1TqqYpQ9jkxKuN43ZZhU6jGsPBsWUo2jMdHePBg9Fcnl9Yrgv7/ST7cos8VNfX6YyihEi4nqFtNP1AbQKhll3Mv48dZgixK1lr90NKXJVuVToVI8SYWgopRkKMxFRoRnfAtyE3idFqUvXe4Nk5FxQVq23vPvObD1MEf9IRpZhAi9LTGo1RQrHhVX7Umtgxmozb/DCglSEsG9sipCvVi7VSyL+b5WGplXBSG1BLpOYsOZO1sqyBmAt6lQd9TDKCrT1hxQ+eYRxFJNZFQ4rGODimYWQcPM5aNBCiWFRKK2JtMYKzaxVK07QsnY9SkgNprFhSrFUoKjWVfpCV36UxVoqM94xD/zy6lUkyRJWknsREDK9JPJG4BeK2kcOGUop9g+nkegEqstrZVkoK5Jypr7AA3acBRvfxdBXYvNYi2unBzLEgo2klYktlByno3T4isVyVFAQeo23rYHuDdXLwSKqhjSXWXiRDorbWxUfyOVJAFd19kSK8EUtSkr1wU6RSaVsUb7YRO9grwi/F8LbTVUoObtRK2x/6KF+eC6+xb8a9jmOtJJwUyEXRlMN4K+rtv3D91YJZUxR7Q67Mu5HL5Wey2vDGkUriYToR1xu5NUav0dqzV3D78sL18oIa9jjvUW3jfn6hZI1zO/li5olxHgmXG3r0hJcr91++4MaB02kvlIocKSUTt0RRlpAbbgniaUqR9bawrivr9c59vRG3RDNGbhgadrBMo2Haed59+IjOhZGF0QzM3qPSxvXLM+F+4/nbmS+/PnHfCkkN+NMRtGXezSIwOr9wuy7cboEQG4rEfJAf9WAlbqcEWFZFLJmEh6qZ8Pxf/+VPeO/46e8S+/2OHAo5btRYSKmybZk1RMw0UPJGa42HhwdOx5n9fhTTeDDEumMxE6UKoWh/2IE2jOOJ3eHA8eN7Th/fM0wjZd0oIWNyxQ9iRxlqItfIOHmm8YAxmv/7dytxuzMej9jH70hKo7RI9QsNBsft6UzeVh6/+0Tc9mz3FbVeaXFjdA6zn8h1xx/uBb+tzN++4XeVaVBsxeK9wo2apjzHxyPzw3vCdYVUsL4yzZ7BD+xOj1g7cD1/wWAxdqTmlRwFMDA0hxl3YuXRCjfMOFuJOaOsxQ0TpRa0dQyHHRlNzOIK8YOnVIeynv3DyOgVqgWW+8K2BML9zmjfs94S02En4xrjsX6iNcN2XwjXZ/xQaS31yKhXUsq/jxZTxpQiyhGBREGpvstKiWJ03xP2nMEsqtSGeDVNVz++/gfICb9nZZaSqVS5b1MkJfE4b+vaU0li3zlaBme72E3SNqRJq31/1UA5QRDW2gEJTeASqXtHuwcxbGtn24J8F6GDFlLPnZSQ4euaiDl3uY+i9AlO6USaqhXTPDE46aZtR7AN3rGbR0bvMdpQWyPG1IMg8p87TS25napbb1qrsjJ4tU/VQk2NkkWZmpNYemJVpLKSi0FrJ0HPzsvYU6Sqsjeu8h2lKIcGoRYVwpIEO9cECDHudzhvGXczORdCzGw5kIvpkWUO5cU2ZaxB0ST2zOqOwZOxeq0NSkO3gqJgjeoTAvHQ02Sf3JoibAnjG7p/ltq0jqLjz9MEY8kFiK+/KeHs5vZqGxGma46vo+Yk41VrKEoOISkntCpYqxn2O0BTS2PbEmFZSMuCNYZhFMau7iAFZbREsVkn4jLn5HMwlkYHWWiLHWQcbt3fWDCt6T4t46AtrOtC9ArrNGkpOGt4/vZE208YFI/jnnkVK8qWG/POURtstxvL1hgnz243ov3Ew4dHrIJoVMdfDSwvVxqab+GZGDaakn1CKprd4yPz6QQlcP52hryxbYV4v3F/eabUlWYHtKo8v6wMg8Mrg27gtWY3WjBHlqA41AxBxpXL5c7z12/8/OuFp2tATTt2j++Ydo6WAlU37peV58udbSukqgW/ZTW/XgT3NXoIKdCKpuF7mKuM9ILWzD/9lo8PM6fjhGsyZklB7BS3W2AJkmc5KLCmoXImL2eWulBuEsVVqAxa8eH9I9PDR+ZpYNKR+XBi2r9j/3Dg4bhjnDzDaKjGkXVlu9wIoWKcp+VNxhUpMzjDYZ4oamYJC20NfH7v8dYQ7gt390VuplpIxfP8+6/k5cbn3/zE+HDk9nwmhpW6XJlVY374gD1+4OXn/477+cbhZEhVbAZlvWN1Y9Azugb8ZClpROc7Zbszze6t6w/bXchGvqBLI1wv1FoJa8KwlxNuaxilGHeK9aq6gq6QahZD9mHHsBtZrnfZY5kRM3rsKJxUasVQiVtmuy8s1xveVr798RdOn74jRY1WBT8VtG2ELXF9eqHcL7j3O9lbbQHIcgL/d8KSLU0KogTn9mxA+k6yyrgVJZOcnJPACoBcZa1TERVtqbV3Aq/QAiQRpxZyK/3vCxouxMgWOmEHhXYCd7fe4/2Is1ZCmZVQnyQ4QzwBNYnKtpXS8zorsdQ/I+2ohCCRU5KZKDQjiROTIlr6a0upEkqPwmt976x6DmVV8v9t0lUaqkSJDQPjOLCbBrwR0H4uYl97pRbVIqKihnQyrypOWsUYydoU2k6mNdktltLelMLOKPJWUSbjx8S4E0XqMIsCuxR5/6AwTqGMYrlv5KJF45FgDZWaAqU1as7EMwAAIABJREFU5uMepQasAeeNTGjahAMJ4PYDDx/eMYyDfO61UIJkhRon40q0oOdyFI9pSUGUvLUSQ0KReN3ca23E15kRRXOpvUAKKanV1veGHkkyUVR5OzICd152k92Pm3MVAU8ukhTTx/MxJmoKGBJ+sCLEA1KurGtkvW3E28I0Dhhj35TarRZ0q1gFRiMHISPh4X1UgTIWN2iMETiD0X/5APz/YyDLFN3wfuR8/wpKEcrGZEYepyMGJ6NLYxjUxIOxuG8vPL3cSGZAoUjLjedfvmDnmYfTAYti2Hl2XpLcDfLbmQaL/fgoC/fWcN6SasVOkgk57wcGa4n3SNKKGAtxC3z7+sLTPbDFyrpdSUXjp5n9bmCoCt0y6/nOs//Gj39/4PvvP2OVLEdSCmwZluQoaqbqKkq59cblWhhdI98WlnUlNzlFDk6jxwFrFdd4w0wD59udes+c9juOk0QAaaNBV4ZBcRoiJhvyPZOzzMrjVggFtlqJ3WyttCaHFaUVyz2y3MUwX2qRRPCqqBP8+Pc/8P7ze3RJnB4emR7e4Z3HG4XKke35Rt6u1NRYb4H1vkAPtHbTzHh6xNoRFzY+fv8Z7T2Xlxeev17xupJ2I1uQ3ZOl8vl/+p+53TPffn1iNL9w+Ji7wGAkLFmMzS3x03/+B56ORwg3Ao0QAlZVbl9eyOuCHnfU9YJVEe81t4uA8PfTiG4bactUBkJo7Grj8vzE8+//yDA57LgjjR43JUrKrPHGsBtJYRFPZcy4QbPbDzgPYVtZl6UD7RVutBhnaEVQWE3DtiTu50US21vku9/8hNvtZLdTEmndyDURQqMqxXB6j93PpC2T2x2tLdp5NMPfXMT+NS87OIyVfXBJipyy+FD7PrHVRmmicoxBYOOpVjCWqg1VvT6EOlwbGXeijHjsjEPXTO4UoNpDf0tTIt+3hsmbt3xL74WpKkKfRu3kmFqyQPJTRCsRfuVSSVVRmgYrD7WaC1sQNWap4mWUmEUpfK0Ld1qVQ7nXEnKdu6dPkip0Fya9kl+k+FmjGUfPfidB1VZrapaCEULsBbN2Bq2kgUh6h8Zp8acaIxOonGRKF7N4NVEGqy3OW+y4QylDUUY6rizjaK2l0Cgt3XDcNhmn14bzDmUcGEtpmhALW4hsTxfG0bM77KlVDDLWGXx1lCZ8XK0qTmcsoAoCac+RmiKqGlpL0oVZi/WaUBQ5dP9ufUUiindEKYW1ormjti4S65g6o3u3KoAWO3hAvpvWZ4CvPlG6OKyU8vYZ1NwkJF5rcmlsMVNiwqqCMuYN+p9yZlkj6z1Stoy1rnsxoXaou1ESYq0Ru5QI3ypNyUplmAb0qwlFd3rQX7qH/toNNtqZkFe0qizrndGP3PPGYThQF5HpYh2zGzi5HftYSZeEmSYeTydcTbxcn9kyHIcBbRRGWfIa2Ig068hZdnit6R4c2whbFEixUuT7hdMHj6mJvEa260WUX6qy5YgaPTttuPwpk2pjngacs9haKM2K4lQrrhs8Pz3z6eEoD08P1lWsF0LMQc+0wbHmSMoN6waWyxPbkogJYpejO6OxWlFjYfJgrcdqI7N5KiEH9FJRdpTO6KaoUTHu9qzLwv18I6VMqYrYNGYaGQaFy41te4EE2Y5CfkLGmE1X6DerrZW8rti2MQ4DhsKgI870ZLicCOvG8nyl5oq2E7F5bucL28s35oeFR2c5nizaFEZX+fHvPnN690gulbgsbCkzD5bSBq7nO+9uX/j4/YH7N8XL+cwa7/h5IkVDiivrNZPjxuOPf8fD//ADy3UhbJHby5XtfOF6XcmloEMmx0Be7qAmti0Qzl/ZnXakGHGjYTw8kkvg8pz59oevvPzxG+8+njjNR7TR5Lhwv6zk7U5azsSN/rAqGBI1QsiG0iR81gyOsiVhf9qJcE8YPwGN+/ULy2UlxUip8J8+fqAgGa55DXITDQbMwHw8sjvOuHlge35BlYSbJtTgQf9llNa/pct7zTh4Sg7kBkY7vDE43Vm5PXUil54gUgohZQoNP4DtXd0rkqy+jnb1q5dR0IHqTVDCn4sJoFrFWgmBdk7ABEbV7lPuY8tSJFh6Xd9oL9DvBd3h3gI4pJZGCJUQJBWky4Z4/RvwOi61eKexrZGbkt+GUb0wiDLVaI0fJCbOe8c0Dex3A/PkMLxi9lq3jiDPrZgpTfJAR9uVnj0OTCmNHeQwYH1D5wYxYV7Dyo3BOcfusJOxdAfP15xJ20KyAmIQcVkhbRul9FBzJeIjoxvWNFHDO0+pjfuSCOGls1xlxyctcBPxT06kxUIyb2PVmgs5hF4ADdZJOLSzUkiM6Z346yg7dzVqV4r7BiIaFmJUq0XsMd5hegFzg5URaIcDvPpOX62BrVbIr37S/l0qOcDEVNmCCMmqbjj/GpnWiDF3nzAY6zHWi92rQlg2nC8dt6hofZdZXwPhldhMxsn3k1bpv56/scNsyuLdzCXciCEwzyeS9qgG2nhSyXg3cLIDRyI+aEKt7GaHV4mff/mF+31DOcs8H9HzgXl/wGAI9yuDUThnWeKVnEUmt8VCrYqqgZBJtXA535nnkZYRb1dYZYmdV1RZKevGOHrGw4gqWeT/qXL8cOTxu89QMvNuYpwHalHcXhbCdqOkhB1HDgdLXi/MLgt3tRrc5LiEgFYFFQNGQc5QVRUhwRYkZb4URtNwTk5INMXu456f/uHviGlgv9vx8QBl61JqLHi5SfW2MVr54tLaiJsB62l2AOOo2qCMQ+ssBt2DR9XG5bzycF3Yf9xBVVx/fcENlmk3o92IHUZyU4RQ8A7mD480N7HcF9ZQGe8BVZ4gZ7brhWEfediP1GaJ40QKK+v9ip92NGv4L//b/8F3P3xgdzoRWuX5j084A/PpHeBYF0kFmecn7DzjrcbuDEbvhdh0GUlxJd0WlLas9ztqaKSauV5XlIYYC2bVXF5WlHXcvi6cX+7EomnaAJX78xNFJZQ/EANcvr1gvaWUSLzfsdbjx5nxeEINe3bHA26aWZcXpsMD2o7o04SxmvPzlfva2JJiOnzgh+8/cr9tpHCnloqqchp1XrPb7fHDhBtljLae73hT8fOAHRx2/PfRYTqrUTWjasU5yXLUr3w4+kMoZTnhN/2W+tBUo7Ue1VRfU3G6OrHUfmjP1CKpD7mPK3PKb1YWhagXtWqy9W1NfHbl9XkunsAYIiEEbvel78j6ftBajKv4rmKVQOtMxXaFtYBTVAcG5D4+FQOLiFdV98wKuq0niGjEVuMdx8PMbrIcZsdx55lHDwpKKsLH7faEV9FKrhJKbTUYUzEqo6uilIrSRghB44CxjlQaY5ScTFFXi5dxHAROrpWSg3jObPeVVpKEQfjuu4xZVg8aQFJmUszUHIGCsQanxt6RdR9oJzIZa8Q6kQutJl6+veCcEWavEktQjvEt49I6wzAkxlHeh1b/AvTQvw96IHNTRgSX5c+ZlKVkUVY3sCIdBgRSUGhv411dOkBQmTfLTuv+187yEZzfGgmhSGSgkhVBSmIHCjERU5MDiLfYYURZR6kQ1kArDaUMYKTrdhXtCtYPEjjgRMAkOq2emOP+xrQSWkX7kXz7hlYGlQ3DOFMxjG5kCSvjODBVRb1tbDfL7bqRc2RdF6q2KBopFayFaTTMk2PyjuQUTz//XiTpKOZpR0obejCErEUJ1hRFK8ZhQBsj6dypsCyJuKx8+eULl3VhTbA77Wm1EmkEhIYxxw1TVnaDZqh3RlUx1cp4U3tSk1SOy3Xh1y8XqtJ8+vvveJgGtm+/oA4TIRSG1EgollhIVFKQDL3TKLuKECu5BnJS1GyJEYgbP33aczwObM8bKRWWZaG2hrGWbdmoqYjsuzVUtRwOe2JsNGcZjw/YaWAcPC2vWGvZPTzw/C2hyIQN7tc73uceOjVQ/IydPCoGJN+x4Exkfzyizcjtacdyu7Jc7+TbhXS/sS03Ytw47ETccrlcoAaGacd9rcQG9+T4p3/8hYfjM/PDO+5BzO3T48i4OxHXgNYS5VTuG1nDME7s9gN+dOwf99wuKy8//0wNgdv5jD82cisUpdm2QMKimybeA9NOfLUhN+y8Q/mB6+XGejkzzHD6YaYoRSiO7bZy/fIn8ho4PL5Duwk3DswPB9wwsobEOI44b6mtMu1mKpqUL6Adj99/5t2HE9PO8/LzMzUX5uMe5wZai0z7AT948Y6FRGsyyrS60UqCEqhp+1tr2L/qpVE9QFmoK4NzqNZIIcpOqYlXUzBtRohVrtG0pIQYrWk0cmuU3CTvsU9eas2UHGTHWUofr/VYr1wki1Ep+f/pSMmmK3JlJ6o6MHSLEqQcculeP0ArrGpYVUEnWitCiwEGb9DYvouVCVXuXWmtvePso9jW/y0hvcmfNwqcNUyD5zg7Jq+YdEGnINCF/qBV3VeheI2UEoC3NgrnNN5bvHMY7QRQr4S/qppEUw3edv+5jIlFffpn+4o1uo+FFSl1nF4BHYSUk0KQYtS78NQLYMoiajJWjPpGy72JlpGoUJiEmJOrIsfIsqwYU7BORq8gUW01CcDB2txfAyKe0YZKR80JvV4SVozr3ZzsukvpcW2pq4S7iEhraDl2KwjU/poVIiRTVl6nwCL0W26oGbxYaFKjAlbLZKA2JWHdrRFCoXUvsfcGO41gDLk2dOyj7SgE31zADQqLiJBUfo0PK7SUew8tNKa/dP3VgnlNX9DtxLotzMOOtSy4phn0wBIuOD9xMpZHGvHlzHKJ/PrLF+zgCPdnfvdPv1L9wKfvfhTz/23jMO8pCe4vv/Lllxcu9xW0LO/H44F5HpncSClB0sS1I6cNZwfSdubr0zdu942n843zknDDgWky3K43rFWcPr7jo2mkdUPVRLt8w37+zDjvSOfA79MvlCpjn5fnM9fLnVgqp88fedh70uULX/7xzteXhWGyVAV2GBl2ezQre+9oU6KWwvpyISXBfdXcTfQtE7aNW0jsA+xzwZtGLhGjNNfzlTVEYhPWI8WCBj8YTsc9D3uJRPNOs13OUJ4YDw63mzg8DPyn//CTyLWXu3QDUTIw47ZxefpnhkG8ay9fz6T7lXBbefj+E9/99gc+/3jid/818vvfPXF9+oWWFoo/UlRC/+nOu3fvMMfvhTGqGrv9iDWO4eGdWFO2DWMqn48Jaw3T5DG24A4idvr68zPTaWQ4Hjh/eWEYLMMsocK2BXa7kXtz/PzzxnTZ0PNIMiPaenIp7OYR72eevnzl+uUrn/7DT7jdI88vL5y/fiNeLjzMDTftUG5g/37i//zff8f91688nmYOjwanNPFylggjDNP+wPHxAU3Fesft+UoIlXke+Y//6//I8vxCWm9473n/m7+ToOScCfc71MZ2y1y+fEWrynSYUMPI8PCRGjbut0bMN9wY4T/+zXXsX+3KueCMRVuNtwYDpG0j1G6477FMAE1JkZCMTI0yYvuoqnU1ayLlRMO82S6kGLcO1RaoQW6wJUhVRqRQ8U3C0521lJqoLcvUSitJL7Gaed9N/IPHDJLJqI2iZsEVtlooOaNXUfDSYIuJLSbWmFlzJTcRk2itMK2JwMhpVBHRmNFG/LyloWph/HBgck4+m1dfoYJcM9uyvCUkhW0FrRmsxToYHAxWMY1eYPFNzPQlR3KUPafx4LxnGj3WWrSSEea2bfjB4Yfu0Wxi6ym1kddETgslRcJdnjUpF/GodtAAWqw0Ml42aGWouE4SQjp6rdjbgf3OywhzHbsPt72BzY1yssXLlS1XYm0UEtY1rLF9/C6CKesNHosiU4tBu7nzli2ud4g5ya63lILznhyaYC6dF4uH85J4gsJqjR1nEW6i8eOM9QbjHToGxlmRraXlQC6Rssho2XjZi+4myV/V2pCaplXZmQ/DRNGGLVZMSbiq0K6hKz2TNaFMZZzGP1ubOn7vL11/tWDGHBjVKuMTI/QFnR1ZLVjneBhGDvmGWiqUgRQCbp5pJbNumvnhA9Nhx+PjI4fjiWkeMcpSc8IME3qYmd3E7faCP84cdntUDay3G2ve2M17tJXX0Wpm2TLT4UQzhtCgaMfoFcttQemK8pblehPTatWgRpKW7uT89UyrhuP7nYgRcgLtcUfPcZ7xvkFKxAh6nPj80xGtGylvhGWjhjPz5Alh5X5+RpdGM56ULVll8KM8lHXD+ZkSFQ+nEVsr99Kgf6HzPICuGNWh3SmjdKWRmA+Wx4eBQTeW243b5SrjmV8Tfndhvz/zH/+XHQVPTlJwh6FLpY0jhcLt6Ve2deF2i1yfrtSScevK/XbF2B3vPr/HjDO5Fs5PXwXlNwxMw8z7j+85fXwgh0C+fEPlhcP7PWjZPyzXgdvThfO3F5ytpFnIKsv1zO64ZxxOhDXSzBWaZbkFwroynnbCdLSW0+cDVMP165/YWcfD5/cYMxDXhWFQbBRydbSm8d6RU2bbCvclEdfE6D0xVlQJNBO53hs5Kawf8NNMaZbrecOvsQcRV6w3oCzresaMM48fHtDOELZAq5Xdcc8wDUynkbQFUghCrrEeVcFNnmGQnVTTBu1HivY4r3FeQ/v34cMsOQmb9BV8jqKI9vVt5NYbwb6qlC4ylYRxHYeWGzFEtrCRcsVPHj8MDN6ha3pTp6KNxFSZATuKyrtU2e3t5+GN3NKqEyVsB3jm7MQrF7JYMwxYA6NXWKMoShNzZYuSgLKGQEgy0k05s4XCmgprbj3YSd7H5HSHCkh1rYjIqHYzvzUWpYyM9QePd45axeMXO3d33STrshTZo2kKuklWb02RbAytpt4dFmo1aNdEdNIqqPbGPtVKUYvudKxBbB39MKK1ojXd7WSVGALLfRVfc21gBNCAMmJlMaZ3ZVIklOp7wSaA9lYzcZPxpAG8s2Lt6KHTivpmAUHJYakpTVVKjjgKQQkq2Vmm3Cglgcqi9I0Ba62EsnfRZi0yuTBOYBjeSUdntUa71+5axFvGiFhKeAMW582butgYjR8crVViSTJxKA0/WLTxUvSt6mI2LWN/LR1wlfk5WilMF1X+y/Wk6lxk6+xbVB2vf+4vXH+1YMpYZaOSaBVSTdhmUaYwDydcywypoO4yBoi5Mk87YrhjDcyDvInpcGQ3T+x3Dkum5EhJBeckNqe0iYomhkhJG2HLuMMgbXOD1Cw5d2MyG9TMYBp7r1i2jdgM0/HIYR7JIQmKy1iGcQDTaMaBPlBL5fnLV2Ju+HHi4fMBTSZuK8vlitYjbnfAjJXzyzPrJtDv8/PSifuO6y1yWW7UXHn84QPTfuLgLMfTA5XCdrvw3edHPr57ZLSGeBcDeIqBWBNNF+wwoNHU3NhyorQkY5Owkm6K6xq4nFfWLZOLImXwaG5r5oct8PnvfoNWEkeV0wo1gW4cHkZae6Apz/M5swTDdruSwj8xDYmHjz+wGydaqqzvJsbDJ/zuiHOWxw/v+Pj5g3hOnxZWJ54v1hfG3UwrBjVo6m4Wz5Mq6OZY7ivrUkll5d3HHdPuwLbImDLFTKuRI4VqZrZl5f1hRA0z568OYyzjKLmEeWuSRVk02gwdBi5y8mWJPD3dsC0zPnyi4AmXK/44gnXYYWB3OrF7954tZOKayBEhq/iE0jfOT4HpdODweISyiQx9CUxeo0qC1GhlItwDcY1Yb7HDIIpJp1Hde2kt2GnEPZ7EbxjW7gH8t3+lbWUpGaYZ3XMKlbGSKFFeA6L/hatUpLDEnDCvBJUsNpstJnAON83Y/rCzzpE7/cgYgzcW4xS+R4qJCrXiaqKFSO1PaP3aXWoR1Fkru+JSZDxbcxLLVoMSNrZl43YLrCFy2zLprbhXQhY6VirS3b6aBkW+ghwOumK0ImpesdmIXsANAs/wzhLWjXsqosLcEjFVAahbJ4ALo/oosrGGxBbzW+JFKQXrJX921BbTvIxp+/sUP6DwW40R2HvO8htTCoxzDKOnFkvYNLFUURDX0g8XSixWiFHfeYe1jnmexBbRd5PtFd/XI9yEdtRfd48Fazn19VkEZMetZOkskWiv5n+ALtiRXWR9+6G0LgTTWsRGWmuZoNGEUlTbG2vW+dJ5utJVa6N5zdccBo+xiGWnFlHrNiMkoM711cYJFekt7aWrtzuJ6LXo1Z6liX4N6dZ99C+/N+vMW3HWjf5j6SHxf+H66z5Mawnr2iHJlq1szHpHVQ2nLPsWcTdDDfKhp5zJNVOWyBoyuWj8NLHfSTxOScIfNUYMqt5rqtaUMkhwa4oob2lNY9EYbTFu4GEeSPcXsYEsm5h3UySHjVoLh/0Bbwq2gbIONKRSuH+7ogfF++8HjoeJcI384WxxowOr2G4vbMvCsopJdpw9bTmzhMDTtysoxfO3yNMSKSVg0JSmibVQCuxjYp4tD3vLh70oX9P0wH4a8NahMWTtuF1/JdYKVXWSiXyZ1hsOwwltKkZHLi93fv7jM0vIKO0Zph1+53iYdqISRBBZqm0M04x1nhgKaa0sL0+sl4LSE9Nh4oP+DU0P/PG/VX73u99zefmv/PDjMw+PB1pz6FwYWub28//D4B1zvXBe/0QKifPTQilFxpI5c3g88fDuEecc+3GiPc6owWG0pSQRVthhEFrTw8ztLMKq5XbGe4VfJ+w4oJVieX7m4Tc7jHMslytpvbF7/0lEX6Whvaeqlf1phxk8Yas8nxdSjHz+6ZH54cjzy8Ly/Myn6RPWwsOPn9h/eM/LdeX67QXfCofHB4bjYw8CF1rN4zgChsvXK+vLM34YQDtqDGg9k2NBKSdjKGdx0w5tLTlurJcr5JXpNDPMltYFKq1U3PDvQyV7vy3UpljGxDSNjOPAYX+SXZtR5Cbs1tbpRa85jjlFUiy00neOpYHW8pA2wjaNrTDsRAmvNaJCVRZVFapWDJJtWHIm3UU1XZDuTvB4GmukgFpjGLwiRHnY1txIAQqNbVm53Tau98gSMttr9mRrlNpIVbJjWp/Tvo7YrOm82tr76aqoShJDtLW4wct3PniG0WG1YlvEFL9uiZBkFKqcw2pBggozt8ouvopoKnUwQcoF7zNzaJyUQ/mZoXUVse4wc2MESJAFVp5joOSIomEHx2yVTM6sdHqpVoG4t648dgPDNDHudlJojGZ0r3YSjTJOXKVNi5AyC2xBaoMSYVYIpG0jbfIZaiVQ89fr1WPaz059/yqin0Z7U0PXUimqYwaVlU4aJ5+16oppeRMdmFEwptCa7p1uxVqZ2NTeFauu0C2lAwi0kl26kv06qA7iqLRSBK7vXgVdAmIQT6jqamPIJYuORcm/rVSj5tQVs6aD4P/GgtkqVNWoFHQDpx2Tn6k14ghMDdISuZ8vXG5Xnl9ucnLbIsM8MOiZD99/QOcILWK9J6C4XS9crxu5VubTgeN+z3o9k6qglaw3hBjJbWG/V6hQWa5XSYwnkYLESz2fF4pWHIzC6gnzMGNawlDITeH3B1JWoCaW20YJkdPHI9vtzPUcqNp0v6H4Prdw509fr+RWqUjc0bJUYhViTU4ZYzXejZRWePm2oYpHqcTl+U/sd3vef/zEaX9gtoa4Zq7nO8ttpRnb6R4NNzi0lxvzMI6yKCcSl5Xsd2AS1imcHXAOhnFAm4FhnljOK9/+8EfefTqhneu/6Ey4B1KO7B8sw+gpJXM6Qvz+SHO/pebM12vlcr+w20805diWzM8/36AE/vBf/1nGjn7C799TVWG9bqhU2dpCwaJLZZwGsJ6SFEUprE4cDiPu8Ei43Dn/+hUUTA9H7iFzvV/YPza807RNcb+uvCOhrWO5LDhdGQ9JVGtqwM17yp+eGXczGI8ZDdtW2B/2HE5HLucbL7985XgYKE0zmMLjxweigudfz6iQOHw4cfz4kaoM9+uNVgvf//1P+HmgKcu3n184TJrj5x8IoaBbxnq5YfzsKc7jJ894OBBzIS4bYSs4unAmFdZbhFIZxrErF//tX6kU+V2nDCZSNYw5dDsIb7Sd8tYlJWpOpCDErVxKF7RonLVYJ+rlWiqlCXO0z/h4BYWjdX/gyi4No4hKfMevezHx90k4vFJgvJXxaafM1CJEm1oK6xq4r4k1JIJ4Y9BAqfVf8F0Vxsh3pbUWQYjV8iq6QlVZi9EW5xx+GBinCTs43CCaghAj6xaIqZKKiE6wSnagtdGqouZeMIt4MlMX4aQsCuKQFFVFpoMkIbUmfmptOgyeRg6LBE/nTOqTqJITZtHkkhHmq6AIpStWOOdwzuPHkXEeGUcrIrQauL+saCrjODDs9vhp1+O67BuOT2DySiINtexvBVsq7NzXglmFTIC1ImQSBnFPslGCUVRa9pBSRFsXQ9XeYfbyIhJY6LajVnX/zgtVQ3NWwqmdIcCfkYUalKrQMZTWIGpp0z3rvWOtOUEtaO8601Y8tsbZt0JbWoMsgjFjNDYZqpP1oLBypQhrI5m5f+n662i8XLFuJMcF2yRpe3RD/8EuVCpZRdbbnfPTGef2bNudJWXKGhiPYmSuqbGcr9jTQWb8TVOUI7RAuwf2XpLixj5bv2+L7CMi2CFwjRu5FNZ15fnlwsvlRtWOrckuoCnD6eMnBq9ozRHvG2lbMS5wGAf0sgCVtN75+rxxj4nD+w94txHWjbQWnr9F1gQhiq/J+iapFd7w0Y0kK3FFKMW4n6AZJieDntuSGMeZDz/+yN//9BFHJV4Wblvmcg1oOxBi4HIN2MFx2HtGb3BUtvsZt5vYHQ+cPnyWk/P1RqkVrRzGKvbHPfNuYvAW4sp6vfHSEn63RxlPXCNVeyqN2+XGcrny9OUbMUk00Hc/nJgOB5zW3J6fGHcjrXnsmnj0J67PT8TtTjOa08MRO45yCp52hOtKboHrErDakVpCaxnfhZRQWvHwceT4MPCcCltKtBTxg2V3PLIuieevZ3aPe5Qz5MWwXW5YrxmOJ9LlTFk23KQY90fWDJenC+9/+4DzE+XlzvG45+P776h145c//kq6Xnj3/gfWNbM7HGjakpXBDjOn04k19V1PAAAgAElEQVQPv3lP05rL85W6BcZxQBsRYly+PnN6PPLpp4/Y/YxbhUPZSpNd1uDYHY/4eaICMd8xRsRD3jbsOJBjw1mPstJdpfSX0w3+LV2VhrYSpaSMFMmUkyDT+n6ndB9k7Xu4UmUUmHMjFTGkW2vQTgg90vvIKK7kTOnqSnjtTqSAiqUEAatPIzqLTSKlQqlScCTEuqBDRDstIpckr0FitDIhVtZYSFVyD60W5WahUamiqNUah+ogF3m9hm6LUNJtWmslg9E7hnFgnIbepSlqSWzryrpupJz7GNAAitaLZMuibi25EXMjVWGSpiz/FUmpliJXW/eYSmpQUI0UFIpujWny50qFEAthEfbr9bYxzqM89JUWfBwKa6XID4OXcXgrApePQWhptTKMA7tU2ffxqDUOVTK65j6yVWjdaEZRnaFVWYNI8kl3smrhzWojns0UBQCfk/TwrdZu1am9WHa7SU9RevW5yni4K5YrHX7Rwe2q4QZREisjn1XJko6idQcdlCSgeksXY/XfRoxiXUoJ3Sr+NTLNadwgAq/WlBTnlDA0ipH0HNOJPyXJKNh5UYzj7Ntv+v/r+utpJU2zlYBpmlKSGOhRqKo4jgeWP/yJeFm5LxvXe0bphfu2YZSmKC3GWC0nD2OtgIC3hbhGcor4cUZXuN2vlAy1ve5RAO0Zxx27caAuN0qpbLGwZU3TnqYa799/5HAcsVRGJ0nybrCow0SsmpzEwpBTFyNoRVB7Hn/8wNEr/vTPX3l6jtyWQKyNadyx2xkUlZgXtJ3Yj0bg5KknLRiLKwHnRua9Y5pm9ruRHz5MnGaHLgvbFikJtJ05Ph740++febktaO/ZnzzkG7VqXpZKzAazZN43xY//8I7j7AkHD8bSjCOFjFKZGu5sa8M5x7plwhrZJc10aNSa8UOlpMDtfOX2cufl5Y7xnmHeM3qD1ZH7y531cmMcNPvTxGGnmQ+e+4MnbEH4vW3FqMg0zzRl2azi+Zc7t8vK8fFIm2cMipIbW5axlzlfaCXCuGOYJ9KiKDkxjZ7j44Hl6Svffv9Hxof34ESFOvRsu6glwki1ip9Hzl9WFHB6956QAjmsvP/0wHTY8fv/duHpy8L7w4j1M7k4xsPhTUSwPwxY7/j2fCFuCYvmcJwlVsnJjaso/PDb77GTY7nfydsqu3LrMd4xnXb4cQY0aVkhJ7zTKDvjnOxBci4iWGl9T2L931rD/tUvrUREMwwOZyW/sj/LBPBdCimXPwtCuupRoCMG7Qx+7A/rrurUWmENHQ4exerQINcoRVPRgdkGby1mGgnbypYiOYcOSW+EVNi62Eep1MecMvbbYiFk4X7mCq37KFWPBZOi3LFn0vOI1cRoUVA2RbM9J9FojJbYrcE75tEzT5558AJLCZlti8SYuuWl7291/7tNNIWtQrMinlJFioRq3bivLH4a8dMorFx5+lNS5m3p3Tsv+YwFZmCdJ7kqJLICKkmIuxtGapPOzDpBPFqroRRSjtQkyR/rFqkFUtVgI8ataK2p1vYVQunFQlJQqH3fPBpMsW++WZpCeSdJH0pGssYmkjEYI91+rZIe00qh5CZh3U18r0oprCkMXnyoco/IcyNu8U0JLM1sQ7UsKt0G0C02uquNU092MRrrLSjNclsI60bJCd1a3092gH8tlJxEsY3crzkErBYbku02FvltdahBFeGT9Y5a/kYf5rLeSaafvpEWeQ0rJSamuaLNzPl2434PnN4fuW+N2Q9Mg2FbLuzmiYe9Q2WZU+dQCCFzu6/cQyY839kf9yhKZw5aao2kUtHDwLuHPfNoWbaFqixaWcZ5hxknSo0cDjOGRlUD3kPzjhJWbucb58vG88tNchO7/2qYRn747SdSOPPrz3eWYCh2xuw9x5Q4njwhRELWbFmzm8UXlnOiNYvbjR0rVlHjgDeWx/3AYSq49RspD0QmrrfIPE94o6Bu5FYx/y91b9ZjSZZd6X1ntOkOPkREDpVZLHQ3Wy2g9dQvgv7/gwC9CBQbTamapMiuyszIiHD3O5nZmfWwzT0JSJUC2ADBMsCRiEykh7vde22fvfda33KbSbY1umGHtyPj44TWFsqKrpFPP33Z9kKG0RpsB9VAKpXbLeD7A/1+pMZMWCPnl8DttpCXmTyfWJfANSSq7jDTvZwO+4GwBkliL47CyPklcr38TF2vPHz4wKAbutPcbqBUT6mNp49fUKqhlcb2A6qfwDqK1nRDR4vyJi8pcb1mlvkC+sx0lFR6jUM1QQnelOPp88KhPqM7x/VpRfuOu+++Jro9y+cXxqnj7v2Rn344cZgcVSvpJkPiN7/7C85zYFkL/TBxfDdJiDeGGGfWeaHlzDhK/ijaiR2hSiKHGzrWZWVZFj58/w3YzHyWvWSOC7vjHVgrJJ+h2z7YlRyT+NLMBh3XG580RXngdgN+GoVL+WdwtdbQiEHebrxjb71s+zbgeqlNPJhK9jhVKXzfUSo4ENSaF5XtKw7NehlliQ+vsS4ruUDc/JdNNby36LHfmJ6i7qxVWKC5bmb0pkhNk1IlhUBtQh2qTYpkeTXLa7Xd819yKlEaretbN/YK3rZGb8AGqOhtx2owxmKdE1bsOLAbegZv0MjnO0XJt6yv8PctbsuohiaTi2g2ShVerexKNb7TaO/R1rKbRnbTSD/2OO/Qm3DmFcjQqhjxJaVFLCDWWfpxwHi3jbFltNk5j7aOFLfoLWnRtvepjHJzKpJI4px8VjdsnlkD1RXSGqhlez9vo/LaxHfonaO5jcRTpWM0XSd0ngYgr2HuHHGN5BBFNNQqcam0KvfiNZhatUzTCkMTCtnW7SkqzW8d52uA9W0mrStoI4cDN4ASG1RN9U00ZLzGeQnjXpaV9TbTSqFzkqoFEleWUpJ9s5HXPMVMXn9J43E2SWC2NjTl0GihdWmxz6SQ/uRn6Nd3mLqSSsAqTwN8NxBC4NvDHS3MtHRDt4xSii8//ZHu8MD93Tvm889Y6xj6DqctzRqsrlL1MaRayTXRjKcUvWHgwCtJzm4oLImcriQ1ktbA7XImJpln5xCxRpFvN6o27PaG5eVEzJnSFEvI8ibXQvyoTbHOmUEVlr/5e8yWl9dPnnFQrKsUjFozlYIyVXY0nSNFiKHRDQbrCnGNWNvT2cY3X93hNXQKUtLMa6U7WN69H6k5c7s8C0nHGqZxQptE38Fh8tw/PtD1lni9MN8il/MC0yDy9mGCbkC5RolnlttCa5b3v3nAtEpJGuMhhUq43ViuM3mJKG0YdwM4I8o247FOUZKB5jk+vsNYR1gDOWZWfSKtaTNTQ9f3cpKl4dxIWlfWeQHd6EcZ/+QSiUmhEHxY3kZnIRXSmrjeznT2xN39PeMERnv6/YH5orieVrqp8oefzlgNKcwcv/0trVWsgfU2s5zO3N/3nF+eCMvM17/5Gj84rj/+zOEwoEfF/s6htCIsK5fLTLxe6XTFKYXvJg7vH2VfPN8YDzuq0Xz66WceHg6UGHj56RPrTaKRhlEk6y2tKF23LltIUUoVtEZsNmHZugAHuWDHHucbphcK5Z/DVXIhq0x+ldGDFL0mNqtcK8b1iG6uiVFeKZHev4pVjIh02taFKqO2zimRUhJ1o1KkmqTT5HUsW1DzSi0Vayy5NJoyoD2KglIV3QrGCmQgVUXKjbSh+ioyWn1l36KFqCNFQm0djYzr1KZGtRpRpEqdFWHRdiC1vqPveoa+Yzd2TL3DKgQTlwXeIA2g7D1fC5tqIk6MKRKiZLO2Tb0pJlJD5x39OHA87BjHgaHv6DonkVevh6tt31uzQBBeIfYKEVMZZ7d/L42KpJg4onkV6ay0JAXodS1QiqLfH+nGvYzNafIMzBWtBCog0VmvEWlmgxBIMZYYrE23UtsWkSejaGjY1rBKYYH8Ko5RmtPZk2OkZolUq6miSqMoaDmhnEE3CeLQyChbaYmGTFmCFZRClKxdv01vGimlbVpXsFa9cWdzboTUCLFSY6RlsZM4X9Gp0nRF14LzIpLKSdTWrciEJbuC62SPK7Fk8tVQUlx/ZcXy63mYzmGCop8OvFw/ctfdsy4re6tQz5nL58DzaaZaRzUTfhjoTILdPdM0YZWh5YIzmfmyEtdIiJXSFHHNuGmkG/ewjTGXJXK7LjRtwYhtYtCNZUNtzbfAbV1Rmw+zTQ1rND/8YWZeArVWDncHrrfIskjaibU9btxhchP2Ymc47no6rwnXmXUNxFDZjZbTbWFeMqdlQfUj8eVEXAPejbRYWTaB0NAVTs8XnnY/c7/fYbueabpHN839YWC53DhfZ758ObNcFrQp7A4TmExOhqVadJXonFqTPAy6DuvAuco4NIZepObReFx/z9Q5ltMVS6QfeqZdT7CZ6/MTyxq2XU+AZaGpSlUT1sMwQj/tGKeJqffsDz3GH4ihcr0c+PLjZzAwDiPWWXkQZcEZ1sGzDh1LDFgDpW7KwCYPpxITLdzwvkPbEddn+rFnOd8IsWF0xI+a/X1PN/WE24K1lZg6SoHPPwa0fdpYlh29Utw93uHUwF//73+N05Xjfc/ldqItJ/ajphUje8SmWZeVlBUxKTqvmKae+/cHcJJWMb3bgbXcLgvL6cJv/+23vHx5YbllrO+pOeFMJd5ukrzx1SO5ih2mliLpGXElXG6UEGiloIyl7yxFF7StaAuY/r+7mP1LXGsIpFq3HFspBPN8Fc9cySitccrgjKZSiTEQQqIpI1mOarOfqI1R2rboqSZKz7jlG6baaK9ZpgXJzwRilmg0q/OGVRPrgSoK1TJ6Y6MWo2SUVvWmDJWoLW00Uis3+HstrDGjjPBPrXFvBenNlI+wT5VSOG1xTtN5i3WWcXT0Tjiw3vCWslIFgvvWqRqtpDNVAoYPG70obzmgEmi8AeaNkWSQoaNzBmcVzjaM3ooUv3SYCk1OdRttvlpFBM3mto69tbJ5SaWCW2vQQ0dJiRACMazSNTqh3QyDY9oJmUkKvHSLgssTbGCYV0BYrsbKYUgbISaJ0rO+jdr1luhBk2mCek102Zi52iqOh54UDTlZ8ivCrxaxIm4ZlYOTkSxbbJh6NX1qKxqAVjFNakXblLopSoC5dLxmo/KIcroh3WFTMkVqylKaIhdQuWGV7ESVMsRrJq6RZhSds/K6brFyxjsJR9/U3jmWf2KX+X9fv1owv334nh+fK6jKfnqApJj6AyEpCCtzWig1slxO7McemyvX08p+32NrocWFL6cTWSlc10sb7jVG9dw9QD8eqGWl5IzRlTUtVN2YdgfujxOtBsJaiPMs0F/raJ0lKqFztNzx+PDAd98PkCLLLEHUwy6yzIGQRKTgnaLrDMf3d9w+f+LL5zNPnwJrWjnfMufYGG6W6y0w58wtN9L5ArXRecfjsXKwnpgyNWmWZcE7g3ZHHt890lnDb777mpYCf/2f/57T+cL1OqP7Hfb+wORXBt8oxbKmyvV64//+8WduSyYEYXBqbflP/8v/zP1hotHRlGY8jNx/uCfNC8+fPpOWzMtyI1z/yOFhx/2HB979xR32Z80P//gT13nFjT3T/pGHx3s+/OYrdM2kZeHy+SNffvjCl5w4PLzj/e9+x+9++57vvtoRr8+YzmNcBxpus+Xli+Xl6YwZOo5O8uWq88RSt8w5T6rw9PMLuma8N8znGznPDHYb8akd81Kw8433Xz0yff8185wYjwdiLLx8uRBywerC86cTqv1X7g8HLovlt//+f+R46MhN8Ye//QOXT1/48O0jh6/u6Q5HfvhvT3z6+IUab3hjMH1HCDM///QTpTjC6YKfBvzhkfk283jc81f/61/x7t2B+9/+BUs25OrR2aNWzXQY+fj3f8Bs6e7llUHZNNr1dLvjW+JCmiVYuc5mI478d9eyf5ErxIKuolZsvBDGAWIUcZgz+GGgVktKTfyO68oaM8Z6OTClSKkV47ZQZb/56DaV5AZEk8gnpRCeaYO8WRW02MiUl0gn3RIidJAxYNt22ZS6RT/ZjbojHUTJgqFsRjjEa6igtrQkZ3HGSLJHLhJMXGUErZqoLXUuLGsQozqNznccdxPlbo/3msPUb57DTQHaKl1nxURfKykJcD2lso0zFTE1YoWqDNZ7pnGiG3q6fsC6AaWdKPUxpIQ866zwWp21jHfjm3qeTdVrjIiyWovC9G1NknxyptVN5WllX+86T4oSFt+Ass7kLQQahKkhqlYJxc65kJrsGokNXQq2BFmDabPdKyXF1EjiCrS3KDf1+voiBdMaxdh3lOx+uT9bl6aqvD6lNNKyoF7hEFunrZqiYUlJQrONs1RlRHSkNCjx3qMtTSlRE5dIzpXdYY/3HbVkDAVjoChNlsEiVmuwDknLtnTjQO8M437Aj5IFWkqmLDdKFB6AiJGEc/ynrl8tmCEtVNWIcWbXHzi/PPPt/ht0K7RtvBGWwNPpxtFMaG84HAec0eQEoEWajLxo3ntSWGk1c7utLOuPdF1PS5p5ufH8/Iwd77h7/8BoCjk20BXlPMOwYzw6MKKOS0Ux6YxpmfXlI7kqnPd0fUccBqZ943a6UFricjpzOguea31+4eV55ekauMQsO7muJ27syIIBMtY5hk6zH3p2BsJ8JeRGaU7erH1HN3guIfLVb77D2MKPPzyxriJDV97gR4Rec46sp0QjE1NgTQIVxnqaKiTVoCgu5wt9pxg78WnVFDmdEi+fniQWSHsuz2duLyf+8b/+kbv3d+z3Ha7rGHd7UrW0mjGtUWLj5adPmLKSY+DysvDy+cZyXbifNWacUKqyvEQuz7JDtE5OXCFmVDIc7u/FiJ4SrRa63Yjpe0oqlBQ2Yss98/MLtEqzPaFm5suMapmdzrxSVcLlilUK7SZ0K8TLC9OgMd1ITorLx4+U9IzvZ9xux9jJKLAqAVdrve3cvEPS3hvXtZBPV3a7kZszdBkmN5Bykx3ph0eqG5hvJ/7Pv/oHjt7y7XffgLIMXcfweI/vrbBiQ2B9OmG9pTbEwD7tBQ/nNc5LCHfJjeHQYbtxK6jQ6p/eefyrupScuEtRxNxwqeI2FWeNUU7qGExTlJhZQ2ANiYaED9RaUdbSG0fdjPPOO4wW5WitMkbLudC2gpO2Lqw1Np9lBxvcupZMK4lS4lvKRS2Ss8mmVVRa1K5pC7SW9YGmKovxiuPYbXF9jRwToVRRrNYqY7qN2pJSpsYslhcrsIxpsoyD7LnkS3ymOSdyCpQc5PdCPJBrFCFQa0qKQFXgPZ2xON8xjD27/YR3jq7rhCDVeZyVNJJWCzkm0YMoZLytEQqYegPNiP2lCMg85yhhABsVJxdxLzTa21hdG/3WGcYYMU6CA6T7V7I73FA+6jUVpW5c19bItUDRmC1DEsAUg4sebP2lQBoZcdtNZLe1vtK9OyPcVi1Q92wNrVSMlklETQlVG8pUMGYTDWmhD2klE4KtYLJRipTOG1TdixK4bIk2TchBRnlKFrqS2jrKt87RWBGroejHDt0k/lBbWUeklGgpQVM432O9QqHf3m9/6vp1W0lrpJzeMtBu841uVxjiTHi6kM431rCyfzjS6YLTic70dNYTkKW2QdNCptJIMYB2Yvo1nqok23C9LNzWRFaeb7/7FtKWqjF0KKvoRocynrwUUgpgPKOxXJ++sM6J0CoKR9/NVK9JFbr9nvHgmZeE8Y4eizWFj19mrmvhHArNGnajJ6fKkoukg5RCbwX8e9x32FyY55WExvme4zSiAOMd4zSwvx/p+8LluvD8fEaOaDJqqqkRU2RdG2M/ElaxZxQt0UK3ZeE2B7QzjJ3DWGhFOKbrciUt4ntzY8fgO5TtOF8jzYM7DizFk1bPrmlSnHFeo9SIsZaHdw9cn554+fJCTjO1aNzujuQfOK2Fv/39R1JqWONl/Ko0uVRUBaU9tMI0dGjrWOYTtTS8ha4zZKNZW6b3BjV40rNBqcb3/+7fcD6duTydUFlSR9ZrwJSVMnUiavBspv+CVQGjtYxzmuF0ibTnGw9fwW3OpLAQbcfldKWeb1DvUa1xfT6zzium2xP0zJoUYzE4L/ady/OV+2NHPxkuIfPydEGXxlfff0t/uEOjZV+ZZoqyXG9nTp9eUDmhtZaUic6T1lmEGRbW1jZAs+L4m6+xbhNEFCE2/VlcGpQxmK7D950cPhKbYrBSYqYS8cZQciHEzBIiJbc3D1zXWYzzm2jGbg+zSkort9vKukbJm0RG2m0zlyulqFXJPjJvHsSUiSEQk/w/uch+Ssh6Go2ita1gFchFqDPWaPoN8ed1kySOsu2klIhn/KaWBd5sKeJDVdhObdFdA/v9jv1+ou8dKSdyKiL8S5mYt+QWJT7MpgSnllMV038tGGcZBvnqesPQKZyDYTCMk6fzUjAVUJKC+mqlaWgszUiBUlptoWUihqmlkEImRtkNG61w3onysxYBP2zWmlcfZFNKIvqiHOAkvWXbUyLjVW0btmrxztI225C8f4sSr2Vrsr903lJ9wVm7ZYduQPmNz4uSMGitlcSTmU0NbRQ5a6kbSRSxuRSUkfE5Wji4pcr+3xojlhBraFoKWk6b0tYaFIL9zKlsYfHgB4t2ctCQA1YTGMQrUN7ozQ8MzhlUlUNGTJmyTclkJC1Nguv8L/mcv3L9/6DxmghEamEaO7AaT4Nb5OXHF87PM1k59p0l3TIfTz/x5eMzHz68Y9w90FlPZzWRgDKGlCs1B1JcqTEQ1wsvcyLninKWu/fvsCpzer4yDB37fU/NijAH3OBZq0KbDmuUYPSMjGiN1rRYyK3yco04DbZfRXyw3HAq0+nMy89nmtbUttJ5Td9bSVegUFUCFNZbeuskqLVpmfcbz37qGDqHk3ciw36g7zoej3vWl4VlXXl5uZARC4PGAkL0//pr4Slab2HsQCkuzyeWFHG7e/Y7z9T3ONvRmuU2Z7Q1GOtFsh0TOIWh8Ph+x/Fxks5byYnO+h6tHZ/++JEQAuvlTJo/o9sqD/ugqVmzfzzw7t0HhmlPCzPeVWpcqa0Qc4aciXHB9j0oS6sBqxTpJj7W2Ay1KLTv0cpT1oKlcbzfk9aFr78+cDw44ldHbi8vrGtE6Y54blwvN47v9yznM8evPuDHPdePn+gGy7CbSLlxfRZFou5Gzj9+otWKf+w4Pj5wXm9UGsua+fTDM9b33H/1jrKs7EbD7n7kFmE+XXGl0XeSMlLXystL5N99+8jh3R7lFMpK6kUKjfkcWa6BHCtD70XyiGKdI+tyhtok9y9X6rIw7Qb27x7Jbsb6ijKeX0FP/qu6lG6sMWK7gb6zdF6TsgZknKidw2g5/GhvaKvkX8mYUOF8R98PDP1A9yqesVqSSzZbSHrNwdwUra+Gdpk0iDinNClyrz7LmAQ6kDcvY0Me9o7tz6+t1+bNc1YzOEPvNTWmjYZbhTizUWO0sN0oFWIRGHutYJzGOcc4duynnuOu4zh5Rq/FFhML8S3wuZHytnu0bIZ2TQjy0AXwVjN4TW+BHFguiey9MFMpGFV4TQnFCIZPF/Ej0l67xU1ctBUj2TVKR/U65hQknaiAa62bQneL37JuEzttXtqmiDFvhUx4vGiNajKWVdLCwRbVVpr4bxVCEqv1tQM29H2hdV52p1uh1EoSYLQ18rs1gUIIMeqVRyy/YyqZHEVRq/RG3GFLPdFOGNBeYARaQ9WNHAs5xrcsTgl0L+K7jOL99r1DKymMSllBM1pBDiojY92ckkyjtskFDeHLbsIxCcneQtU1ApNQv374/dWCeV1v5JzBGawdOO6PpBy43CqXCHo3MZXM+elMiplYDLllzHLDDQOmCSi51YpXntrETxPCQoqJ61VoP9o6jFK4zpJm8cUN40DLhfl6o98ftxm3phThkw59h++Eit9q4uXTTC6NJWTCsqBfThinWda05ckVPl0W1iIfWt9rUk5427OsK60axr4Tr15JmM4xdQ7HKEHEyCI7FMXYdUzjxLdf3zM5R6mFp0+fqEpgwBopcuOhZxoUt89PPL1cJTfOdng/sjvsuP/N1/i+p5XG0Hc8fHiHNwbbaayT03GcA+F04zxfyHHGTwPKDoIrCwu1JnznuHv3ng/f3HM9zzyFG3/7n3+P9+J92x3v8N2Bw3HP/n7A2UxxhRwzEXkzXa8LOayUmvC+w3c7QipMU5aAWz/gpr10z2weqVgl2DYLCaZcnhg7hwoL1SrcbsT7yktI5BpYl0xMhUNY6TtPPuwY9x2ts5TckUKHPw7YcYcbZvYPd6jB040LTTtiaNQ54rxluuvpskZ/84G+q9QaKCnR9R2HccAf9nx5CqRs+Mv/6T9wcAtu7Git8vTzR9Y5UrM87Pf39zx+/y3XpytaZbLqCHMhLjDtR1zvKcuC14bh0NO0Jd5W8hrfYp/+HK5WJUZKK4VGsHCQQCkJk3Y9zmqokts4jr34Vzd8nfOecZzYTSPd9rCs24is8ookU+j2KpgRVqr4qzcrhZJxqNayI1a6vU1WVKsIVwxySZTSZAdH25SuYifRSrqwVkTV2rYUjVdMWq3SSbYmlpWYi6wWjN5+B89h6rjb9xynjtEbrKrELGPlUpv4SDc7i9r+frR8/5yysGKtobMarxWqSEe+pozverQ2rPMVit9sNIJpE5O8lSxdNK02+exkCaBXm+1FvOhKOjIMIa6iJndmQ/JJJ76V4jf/qbFWnAQlQ6loXbGtgapUpWX0XYTOlFKS1wYZ24oyVeARCsQ6tNlEqtm6ytY2QRB0QycgCjHBSpFUspuU1yeTUiKuEV2LeD+BstlJnO8koeW1SDUpjDFEKfiqklNivS3MlxtxE94Za0Dt8J3bDmRyUFJKCnUphXVJlPNNcHdaY7XAKjpvN15wxzD6jW6VhRhUf3Hw/qnrVwvmmi4cp3tW1ei8p+aRUDuOj5ZxPxGuL+RcadqylsB4N9G7AW8st3mmeIf1PV03EK5nnp+fhT9a1SbdN5Kd6Dp293f0zqJzxnUa0xDsOlEAACAASURBVArn00oIC5mOy/pCbYppL0bY+1H8gtfbldOnZ1JamWNhDoVZ5sGUeNoQXEZk6gg6yY+edQncTTtijVjnsTYLCWLbF9wdena2cquVsC3NczPYvmfaH3i82+FKRFVYbwtrkjn+fL2xpCSJAzGwxpkfP9+IRYgVxjRKLGinWa7PPH54ZLfbczxMDG6l752MuEJgvmZqlSQCozxLCORo2e+P9KPC18S6rKzXhS+fbxh1ph8HPnz/Df/H/3aCtdL3jV294Q6G4irFW5ZlpqwLuVaU6Tc6i2R+VjyqGTovI5h1CVCl47VWVMZWW+IMsVbWZogF0Jbzy5WHr++ggkG8dkVVxr2M7K33KF2J1xndw7h3lCSgguV84/blicP3H7DO8uG7dwK7v82kFNk/3OHHkbCuxGVFt0Q3TewOHU8ff2adb3S94+G9Z9z3mH7ANjg+yIEnXQvny42XzxfCLTBOE4f7O95988D+8YCfBrppRKsK2tCHjFaNGhdqXmkt4AYDnahzyW0zxitc/+ehki25Yp10FjElOmvF8683O0Zrb2HSMg6TFBxrnPgZnWPoe8bB4bR0ZDmL6l1bmay86gvNlojSkO4lFxG2qC2guCoRzqC0+LSVJuYgwchNgoFzbgJP0HrrbOR711IJrdKyAAPyhvMrpcnIcsv0LLLapMKGtHTspo7jbuC4G7jbDewGj5MFLUrJA7O2jZFKe1Ns1lSpTfaoMWVoAjOwRkNtxFQ2uEKlkrC3mdPTE6v3WCtgdOeEKvQaw4UyolDOmRATKQeaAus8znU4vwl3WiWsmhAknFmZLWRZmc1DW2lViqsx+u3nLVlMPTlnUjLYrai2KuPwFBNNbd07AjKQWLKtm2Uj9wDN218K5taltipK5JJFiavNNhJ1Tny4aySuYg0xVIzR5NbEApMz46Tp+rKl5LweVNqmPJafPSyB+bow3xbpOtWmgEYUw4IObHJIe32D0ChVdCh2iz5zVgqmjJcFZnC7LNvYtkqn/Kq3qf9M0Q+6YpUmzS/Uo2TW7Q2050BeIut5Bl2I8wnnRlSMFGOYhiPWGkbvUbpxen4mhgh6wPeeGgJNW6bjnm7q6Hc9XhlKiDQK/bDHOU3KjrysvDx9YcmFWArXq+Lx/sApFYbdSCmKrAeSzhSTqRbImXlZZSFMZVkDuYJzjof7HmM1O6dZrjeatxitqFmENspqxk6hW+H5OZCa4t3377g/DIzDxO5wR4uZ0Wh2g+PlyxPL2hj2A+k5oL1l7DsGb8hx5vkWUV3HoA05iMn++WUmVc3h8Z5+Ba0yWgfWyw3nHKdPJ87XK1999xc8vj9grewWdvfv6McJ67UwEZ3m8etHwi1zerpy+vlnas7s73f8x//0l1zPC244cH36xLIslBzoR+mYcha8V9d71lZpSdEPAw1DDInL5cI4VYZxR7hKwrvtZPmujIUGxiqO73bUNtFQLOcrXz6eOd7fMR0nri8nGophHNEpQQ20llivC65VQi6CxhorKax41zFNA/0gIOnr6Ua4zdzfj/ivDqyXK9dPr6CCHq1WcjG0ojjcPTDuRw73I00pXp5fuH/ccX155vT0wnq5opXHWc/9h/d8/f17hmnADx05RUrIOOfEK5whrZn56Uyab6ia8L2jTR3KG5qRrE2JJjJY++cBXy8VyNIhhRiZ+k4ePloGpmWLT1IIPQpE5NH3Hc4IP9bZXwznuSRyaWAcylis8xIzpXhDz7Uq9KD4WjC30VlBCpEMaxuqFGrjrWCmAmVTZYqERcZ4NQsIQWtkXLwJfFKtlNa2h76AEN72jkrROZkgHaaB427iME3sxp6+c9v4sGGViHtKKpQiVgfUVoyj2GZCymQa3sourjZFjBJ5lSpikyiVy1ViEbvO0/c94zgxjoJgM03TKNt9brRWtpQTwBiUls5cDjPiW9RaE2IlpipCNa/F5pKlM8YYus6jkY67pPi2K2WDKnTO4L2jFdnlxRg3KIN0u8L2laahlYZWBd9lXM4bqNxs6wdR2aZtfp623aLWCLe3F4BCLttrApt1SbygaUt18R0CX9+KXmuVqo0IHjPENUhDsIhiu5aMM5rWBKQvtCL99jNp8zrurShTBKJvrEzINrKTsQallbhbNiBPS+Gtr3wjR/2J61cLZuc6amos65VUTlAC9najnSt1nfn88zPLEihUhqOicz2dH9gNI0bL+LSEBa09436k8460XmlqAGtIWdF34FslLyspF4b9SCuFy2klVpFhh5JpqsO5gu0EDVfrjfl2JRUFTtNNIyxBdg26QfPMKOZ5IdRGbobBO1QNxKVxvaycLoFiDf04cb+fGEYvwOO88vyyQINu8MR15pwSeUqE9UqnHK0bOL28kLIlloSWz5Zg6DqP1o1SHUYv7HvL9bZwOa1ckyK1nt3djnfffsV+6Oh9jx0mrHOM44QfPvDbvefucUfvGjlkrueVlBotruQiI5D5+cTcaayx7AZLvduRl8DT5zM1ScjzGm7SOatKyqLE3R17bGcEeF0KyhqG/URLCaVElTbPN3IV0dcaV5qpLPOV5aoYhgHfSzKF72Xhb61j2r/j+vkZ540gAOuIWzVNVZZrYznP0EQMUmjMIWJUw6aI0ZavfvNIN3Sk6wX6gdt1Jc0r/WCoZE6fn7m9XIBG6Ry5Frpxx1ff9bhO01STHdSaKC1zOp+4nSPxljgc7/jwzTv2u57eQ6sLqShOPzyRbrOIWbynJhFlXF4C82lmvxuYDgNYR21yz3pnRVlnZH9e258H6UewqFo6L6BtCQ4KyDlRt7GaeO6ygArY0iMU27hTkZP0kbkIbNy8QQ0c1hlBSAKqyuRCAVaLRaEVke43Kk3VrViUbQRbNqWq4N9Uq9t4VwDkuVXS9jv4DV6QcyLWRnwNOEayHNFKOmYFykDnHFaDM4qhc4yDw/tf1J5KaznMhUDcGKU5R4kYi4UYf8Hz+d5hnIQ0xyw6v8brvlcJyCNESoa+r+yqwfpK38QHWZIkddatoa9V4N92U7LSKjmK3U58jUUmPF1PzllEVUlQcUprtBNcXG2NdZ4Ja5Qdq1JvWL6GIm4eRV1FeBVjIeX0hqN7jcMScY+RnM0NBCGgdRH4gOxcq4jgKejte2fpDFUTsg/qDeaQUt26SEVpCqUsKENTgvtrpYLZ7mXOpBBYbpJSVLf9p0E6WEmVkY5dmQ15ub1vSxVVdtfzJuzRW9TZKwNSGys7Y2RdGGOSsfZm69H/3DxMUFyXK6oZejNwCj8QZ8/t84vA0LNiergnl5W0BhYF1ntSWolZTjbX8wU37nHWwjZCXEKiFpgOE63InimuK7SGUQ6SYpkDxWguc+RwvyMXS1iu1FY4zwV9k8X1MAlVJ4dAXIPc8bSQQmCNkDEoA7/58I62zlyCjCJ/vgZKa0xdz4fHPR4x995uglDrdYdC0hEqDQ6Kjz98JKXK1A38x//wW9biOL7fUb6cWD4/k1LC94ZaIs/PM/NtpRHJSXO9JWq/5+H9wNCNPLw7MPYeimY87Ll7vOPxbqSVSrxWzucvfLq9MPSWw/0B12sKFaKMVaxWzKnw9PmFsKx8/e07DncP3FDonAgamrGEOYj3DlGfzWtEUXDGk6ulMyPOVpyDNFfZy9WGUfKhXWrmfDljb4qwLIzjDqMNjYRzhmVp1HXBes30+MA0alpeydeCN4pqRY1nOy27pHWhq2I5WEKk5Yi+zfTjyOH4jlLh9PlE/8ERQsR3Dm0Mz88nXp4uzNcr3mlyp9Gq53AQf+/lfJasRe8Yp4nf/83fgcrcPT7yzfff8fU370VUkArr9cblmoj5TLjNHPYDKRRa2x5SWdIo7r+6Z3/cYf3WQbaGMR2u00LD0eIHTmv4Z5awf9mrVIVTRhKBrNkUl1tXt0UcGSMm9VYr2mqgEMJKkzgXjJMxKw0ZCSpRbdJ+OaG3UslxS9/ISbyEajMYtfKWN5hyJIQkoc8hEbJ0WgpFv9l72iueDhmvslkQxsFiWmEOSrpV5J8oGU3qbQ/VEH6sNxaNesuGLCVLHGFxOCt7wXkJLGsgxEiMkmObc6JsWD1JGbI4p3BORDYN8SyqDfaQN7+pth7thw2T12Gt5L+2+kofqxuQXEa/2mjQyA5vWYkhCJ2mts1oL1AGVWRHF0ulWC2Zr0bJ3jIVMV4q9WYhEcGWkV0hWwh4aygtMXZNmQ2Sr7HKbBFaMjYfOr8Rirb96+vW9PV8qBHLirW0JLoNGaUqOtu9CZKULZDb20EJsxVeI+zYlItYTspmIQqRtK7kGLfPnJEovlrw3tAPovA2WgqoBD7La/uqjLVGy1pJbyS52t6EUUrpjaIknW/NIlhiEw0Z+6fL4q8WzE9Pn4lhptcjIV7JasBNE+4QuX2ZGQdLjpHPn15IVvPOKnwKvDw/cT1fKMZy9+4eBsvtOhPXK/MSCSkxHvb88Pd/S1KWaRo47g4YDAZPVWILCTHS95J8HuNVEEdrYb/rUNpzPO6FMBISKTayqyxLYV3kFJMpKFt5HAZOT8+sa6ANns7t+R/+8hsGV5hPJ8L1RtSe67pgnaFz/WbUVczzysenG/XHM3ePR3737df89rv3fPjqHdQbv//9Fzrr+fnzs8jjz9DvPPQalGP0e/7u//pHmoJvv9nx3Vc7WkrE8pn1RTEdDrx/fMf+YDElULGYwTK2ndgVquP8ZZHOrDXcrkm0VnI0t0N1kILiv/yXP3Lcf2a/HwkpkaplOnjuP9xDU+QEXT9SauD0/ERaz2hVeW8C822jpWjHMi+EeMMPg/hgkbH0Mkeen67s91fuHh/ofUc/ys4qLhGjKucvF5QxxFi4vpy4e5g4vH8gLFUEESFxuwQmK8KNL08rL5+e2O0nfvdvHlhuieo0Wcle1FlNZwufPj/zj//wE/PlgtNVuJIhk5aMGz23uWHdkWmwdJMnGcW3f/nvyZczY28wrfEPf/OP7PcD9++PjI8PzNcZVxO+s5yeXmgpsdvf0Q07jGtoKtZUlI44L1SRGAov55WsLv/kQWJwXffPLGH/spf3UHIkrjCfHaYYzHbCTiUhtkLJpq0502JGO4N1e4zTjFPP1Hv0luEYYkJZJ+rWnGh5ZV2Ec7yuUYSAOYuH2MhgtbZCJb9ZDTZsqRwCrdr2S7CmQCm8BmFQkOi/0SgUmfm6KS835q1ss0DGhVtnqUVta41Gt4o1jlIan76cWMPCmg68OwqFppXG6RK4zisxRkorIlDBYKzCbZFR0HBeYdTruFcOl0pVER21huk83Tjx/v0jvbfbONvg+y0EQIh10nHlIPxaKiVJqMK6JLm3WgsT2RlKFLh6CJGwBkotGKtxPv0CwVfQ9TIWl32lHOoMQr4xRr5s1zNMMgcobStkVfyvEt8l+0Ojt5xOLBqHxsk0ZUuwKVlUtsZ7jGkkEOhFy7gxYZyhN6JC7aZBoAkxk7NkXVatWFJkiVH8n61t0w753kbBOHYMQy9jewXeG4ahRzdNjVkOQdve+VVMbbfRq3MaOYUAr92zlrDqVyJRKwXvh7eUE2s1xv0zRT+tVpzqyKUQykKphUFbSuplvm0Nt7hinKPvDNfTypos373r5PRZEy9Pn+nWTK8s6/XGHCLrmri+nFlS4u7De7Tr8dOe3dBjW2bNkZgynz5+IqZCCgtNG1JpjL3jNkeBAESRLK9r4Hx+Jle7BZlqXO8ZnKORWXNiLgpsz/3O8bgf6Gzhdr6QgoARFBVrG95IrNZzvDEvmRjl+90dBt49jEyd5uA13957fvjhjPeemjOm71mjgJlTiHijeH838fLljNGe+4eJ9/uetkSen698viy0avn+346EMGPPiXCL9LtBPijGgNM4v6OmQoyB6/MT16cnun7POA50zqF2HsWAakk6wnBlurtnrI683nj54RllrShlrSEsM6pEoLDEwh//4Q8cHh/prKekzHy7cVsu7FVDbfL05bZQEsQ1U2ujGwacVYQl0k0D03Ekr4H5JeG8JaTGHBs8ncUb1R/JzQif0yiuS0RnCMVQdccwTfTTyLJkVFVAxWpR2Z3PZ85PZ2opjNOAIuGsZtx5usljVeP+0DH95gC18fMPP6K94+F+QD/scFZGLYd7zThIXFrOmZoLKSRul4W0VoZ+YJw843FEGRnNUjMVWNcCSITV7jgwHXbUGClhwfQW+ysn0n9NV6xFQsxDkG7DWnbebiIKOSSAoMEk2ivTUsRqR+8dVCHxlJKJMYjopyhy3bIV15WQErk2qoLcIBaJBdPqddckJJ6cBRyOkv2SiFc2rm2TjMwK4h1VEij/an/IJYtFDegcb51Ca9JhtCYWFKqiqU1EoioURUuQq8auihDFZ5lVe/u7tZK9obBzHc7Lt9o2itAa7nU0qX4p060KfzhXEQJ55xl6sdWZN5e/FHOlgCopHCGsm42ETRQlySFuGDerA0DlOpdfdoytkctrgU6UzbpijJIueFOMNiQJKFdhcINGKYd2DeME6t7a1nVvmZw5F3JqciDKBaN/GaOXXDZvJ2/CoZyiWA21/SV4WUOMEafE8mG03ig/G3R9SygqtVJDglfCDrKrlQSRbcy6fb0CCVwnHuCwiGc6b2k2bROqGWvQBUqCEiUKTW/RaNpYEXVt43sQ64xzdnt95X3/qj/+/7p+9ZPed441rBLz0hqT3/H893/gy9995HZZeLncZOGOjFL9ceLuuKfvLSmsrKFSswZTqC2Squbj52cankbl7vGOaegZu16I896SQ+X8cuFyjVznSNN+y+szWFZS1ijrGHcdaRFvVamN5gdU1VvwqMbQwAoUHRT3U8+8rOx6jzeV5TYTlsI4es4hsqyJ0io0+R6XJZGasB171/Hh3Z73x57vv7nnuw9HynJBaUdvNS/zwnWJKO8oCSgZNVfOT5+YY2G3s3S2UKIobj+fVqKyvPtwBBX4w9/+HbtxoOsPPL9c+eb7b9BWRk/aSI6e9UqWpEaSOtCKmOW/dUaTreflunA+negvK+8e77mcV3JVDJOD08xyfmG53VjngBsHbN8TODKvBW0iLUpMz3LL3OYnocJUS85SJNUAputkPPS6IyoJbcE6zXDcY11PnAN1TtzmJ/rzlXf371FjxzVWVEgEGrZp7t/fy8jFKWIJ+M5Rc2E+X+h2HXFdOT1foFYe392Tc2G9XVFVVHeH40iZM36SlJrz6fpPUt0D/U4ERM51PH985pZXjDakJBzQ1jS6GfbTxLSfqCmgdcb2nqI1tdhtpGUxCnxn0DZz+vlH4nVGlZX9w06Up38GV0iZmpWQuPKKdZbBj7QmeMba6ts+NufyVjRFxCF0mBgSJSfWRcaWpUDFiko0FEIqNFW20aiMR18pM2yOydIUZRN7GGUw2qIQwIAUTBkRSvKIPAhbE2FOLI2wxYfpDRbetkjAChsJRmwwsvuUQqiQ5JXSoFOSTKGVRYqg3B9tNL6TQ3YuFavUltwieZatbaM9JTtHKTgCtY9Z/JK5GUwnkIHOW5zWGCVFxmj9dh9KkVH37bbyywpcobWEPhhjoGZKjMQYKCkCbAHXjRgRcU6THNDXe1ByehsVt62LVa2RAZs13hcZz2pZwyhjKKpt9hER0aBEYBVjxm0h4a0lEgmrFWYbqZdcxGttFMaLaLKhJfB7iWJHspJCpYyhGS28asWWH1qoMWzFUmwrzmuJ6oLtZ2pbJJ3GehEElVTIWYAiKkkEGMhEobzKtFtlmpzQy7TdcI1y/wUP6aT71iJ2ykl4syUFWo1/8jP066If63leTxynCd0c9+6ekD/x48/PYITIf71dGCbDfLvy9eM99wdDXSqtaPx0xPsehaaziTku7N/doarGGkXfDUzDjrHvoTS8rZxfAqFoykYkMcZBFQyVsVpihxRoKkbLsl8ZS2cKa1hpSpbXl/NF4oViw3YWrQzeaWJY+XgqOC3qxnkJ5FzxTlI85rWw5IiV+RUWzft3RzwGkzWHvkcrzRJh1zlKqcy3hLNgVWVOMqb4clq4LCtzSuwG8V2u0fLy+Uwznt1hR1gDv//Dj1jtubsb+Ooby4dv3qNolBgoIUk31DYQc6ncP9zhvaXVSCyB5XpG6w7jDdPje9R8BAKxZMb7HU6kaNQYSTGyRJiXymgLumuMg0cVQWPV0nC2ZxyPrCURY8P3Ix8ednSjw3nHNAy4mrGqygenFkoI8kZETmyHhx1zTLy8PPP8+czhw5nh3VeMh4m4LHRf7Qm3G8YE3KBZQmBZV6oVjunldMH3huV2JSwL++OO7nhkjUXk+Srx9W8eODw8cvn5hJl61jVyeTnT9SNKaclr1GINOT1duT3feHh/h+57Ciu6iWTdWrHQaO9QWeDaLa/S1Th5qKYlsmxpJikVrp8vqBTpLKha+X+oe68eSbJsS+870pR7qBRV3X31DAgQJMAX/v9fwGc+DTEzt1VVZWYIF2Z2NB/28cgLkF0kGyTnthWyUBkVcGFubufsvdf6lh+m/9uL1n/LI+WKBMwrqpEZcsy2T9EapYLpknpBpsncU2nbRS6WXMWykSrEfJsvCiUq5Y6tq1IFikVLEiIasrFVSjEMI8YUai49WFpTO6CgFCWt2C7AUKqHDReh+eRWaUqQciIs/A4vL60rThvvVX/t+DdZUAtNSZtwmmeWaWawFitJZSL8MpVaE+3dnyoPUm4QdCVzUZRUmbXJDTvETMwioDNWC3Rda8n/tBYNAoZXokJ9jwdryHe8FrTSOI/Q0brSNexbD62IAtDoNghjbg5MuthFLC+cZYSg9U3owvtilLPuzN5KuCo2qxnGQUQwKLGDKVFD0wQmb43CeInOyimSQ8L2ql8yT7sVr7dxaylSeRYZnfixYv0gc10luamtQEKunRQELqCNRmsrFaIRElEr/Twr1VG4lZoTMWSUFtKWlLs3UZI8Tu3VqnMO7/r8VkmyilSYRdTXVlB4+y5pLyFmQReWvzKtJOeCc55xGIh155I37nXj4eM9xcB2upBzpFVLswu5WnSzZMSEq3Ec5hlqooTEMjmc9VCEuHG4e+CHT08szrOtEnpcFEyTp5RAUpWWI8e7e0orbNvGngTZ1OzAaMGYRCqRph2v58KaE2uQTM2QMgYvknctzMGfvwVm73CDZd0DoX/BWoyEUKhNi//MShLK492RHz8d+O3nj3x+WHj8KGi8HBqDg7fXq8wUWiHlK5TK5VLYQiMUhdaejz/ekUri7XlnOSwsR1HNXk+B2Ea0G7lEzT9MM6o29usGVeaxYra2KGvxywHvKtfnr2zXE1+/vBH2zP2HD0yzZ54F6LxvOyFl5sFTwyZRXvuG1YrlbpGZW8sM1jINoygincZqT9sb893CwSohCGHI4YprsDiNUxsl7hjvxVepPLUkYtjZXy9M88b8oXBYHJfDPafnXzg9vzIcDwzO4seRw4eFi7Fc3l6ww0C1Rqgq55UQCzEk1vNKSpVhGDgsI8ZL2r0aNR8+f+b+80dOzytxT7y+vHFaIy1mVKmMHx95+fJCCVcgU5XnNz/8Ts7NntivCa0b0+zxzuMHJ8HTf3jler7iR8MwTQzLHbUY0i6sSowiN0MsMmu3xlLVTGl/Gz5MWTwgVYWyhtwaMTcMSDiyVmjt0Kr74ho9/sgIgICulG1SmTSlpcOUhTm7bhso1VF0kujRlJJ0E4QU46yISXLKRC2eynZrwfYKrlURiUnmpuqh1lU2wN0mcase9yCK0NoadJ6ot2Inaz1Ls0L/faCJX3qeBg7LwDI5tBK1ba5aWK1I+oXudpvUBThKyw22adUh5oJ927fEHjNNG0Zv8E6hVenqcYu1hhvap9Qi8WAhCLkmSbZmzkX84E0yHVttpBxJWebAKUUR3mh61SUouPrejm4SlRWDwM21uq3u74krzjlpubosF0OrMrPrUAJjrMTXKZn9We2E9FlVL8QrpRZKFS6wtg47WgqVFgsVAcSkmGg504ogVV39bhuqfROmFQJAN4K3s05ao7eAg5ICxt3A+1LhS/C0KLUPdzNmHHoXrHXqWa9y++hgGi3OKJSW/0/3b7ZS0BQ0jVoVMSbpDmR57NbMX/wO/eqCue2RaZ64O37gef09exn42AQflkPk7fXKli01B54+DPgWqGUmx0I1jnkYqHGTi6zjkuZpwhiPHwyfPzzgdSbtq8iwm8GMC6msVJUZFsPxeGAZJraQsePElCrOglKVHCqVgtaKkq40lakKnHUoa8AaRj2AaoSS2UJGDTPHo6esOyE3tlrZuq2huQHdGqpBLpXDPFNS5vnLC5/uZmrWhFWRzcAwOV6/vvL17Uohs62SlmIGmbWGBsfHI1Zl1kvAO8fD04wfHWvYsd6x3MNUHX5aGIaRaRrEtDx4Ss7YfpOh7WhdMcbxy+//lW8/nTivO9p7Hj7+Bj+PqJbYL2fOr2eu5yvj4wFtHPkaqTlhZ0/VhtoSzkOrGk3Du4pyRqKRGDjc35NoXE4XHAXVBA4f9sh+vaJUxLTGsiyEbeewLDgvtKJYIb280tKOO3zg8HhAkdlCZT+fsP7I8TjjtGWaFrY1MM8D27oS9kxtUVqgzhJjZhgdepBQ1+1ZckHvHxcePx7ZQuWXP7+weMd+LaSsiZcISvHyemG7ZojCvv304wNuHtjWHT8fePo4SuVSNqZFEiW2kPiv//VnVN44LI67xyPTDqBwxuBHK3FUCh4/PzBNA4f7O+bDgfnu+P/Gevb/+dGS3CC0oVeUMv/RfReP0nJzaZ3yomW3P3hLK4UQEqrm7lOURW5PiZAy6x65XFduKR6lk3cEK6dvElqpiqrcxLWR3825UejZl50I5BRQSl8wepv2fVHv4dMlkzvurClBq5mO8hOurIxjaO1dmQsKZy2HjsZzVpNCR/SFRIiZglRVCoGlpypAd9UaqsoMtmmJy2q1oWqP3bJGuPIlkWOUdrRR1JapWaADtQqrdt926Witm0xHTVd7agNNvROUZM3rSc+myAAAIABJREFU7Ncq8Hjge6qJUqi+iWgotlAwndQjf0RgZ/TN69hoRWg+JeV3v6k1Cu8dzklqiLYO4xcRXRXz3U6ieG9/a4SeVLsKVSg+0qmoFXSu8lqEb0gvOmnITBOk8m9ISxiq4PpaE0KREZV2iqILERADDOOEt4hS2dp3JOCN8iT+0CLz6q4Eau9P0d5FYa0asViliKZI0Lgb3s/x/9nxqwumNZZpmrFKvjDkxuV0EpZo05Lc4TO5Gk4vGzE5/OAZVMVZQ0ob65oYvCXFTQgqI7jRcrCa6+nCuYr5OaWId555nthKZlkGrB9QuRIvb+IPVAU/NOg7Um21IKmuOy/nlesa2fYsgp9hYhgcpgn5I3TY8D98PkDYeMuZrCzVKqxSIqdHYc1IrZV5HpndwNvpFa08MTdOe8Q4x4eHmZoSX7+uVKMIMRD2lVihXYWw/9vfPlFrYrvu3N/PcqHWgNGGw6hYN7m5333+wNOnRyZvmZxEeo3OEq4b42HCaEXcOyosRnKy2PmRx6Pl7mHh8eMdYb9w+rJxOiUu58p1KyS7kQLUveBsZTiOaGUEfN17S9sWSNvKdBiZxwWtEscny+OHB+7vJ9a3K9frTq0nSqnELVJbkgG5GdHryvZ24e7+iNaGkAPxuuIGz6gK3kM9SgX7/OWNw13FjwdU0/jRcv9woLXCTmPfEzlsjKMnZ7De4L34Oy+v4i1b5ol5mXh7OXM6R1SLDMsDzVvKOaBclBSZw4KfNYSdu4Ph8cORpi3z/CQJO/tO3oN8QVTlcr3y+rrR9EAxmqQMqTpMqmjVxKK0aWyvqj/8MDEtE8PssYNGu/L/fPX6b3CoLp7wzuKt5JtuITFZhTMd4NGkirgpV2mIAK0KOaaVIsHSuXS6TSIW2ahiXG+jaYFtdPEJSvfqUm7y4oFr3XyuBYytRKDTersv5yz4tiJIN+cshvZ9VtekqlRaLFbwXRVLX7TfMxeRVqPSinGwHCbHcfZMkxMbV6mELClDrW8aaAJ42PdMTK0vCnJeYq49L1oWI+8kAux20y659KpXZm21ZHIMgr/rYc8Stp0FHG40wzTixxFjZFZcey6n6hvI93DjUt7FLc6B7hsBbeRntcniqrqq1HQAAq0HbudEa4ILzTER+kjKaIX3oix1zmCdZ5grtep3m4mVJ5S2ZiuUAvTWrxhkOgOoL963TVNplZo7zq8vmEbdwBXS0taqiXc9S6PZKJnHliwbmRwTquMZnRd+s1FNElRsj0CLVe6R+y4B6FbmrA2hEd2IQqb7M1vrsW0hiLAJhKKk/vKK+X+xYDq8XTjvV0ZtcVSc9Ri10lrAtszby0oZHYsfOHy45/7+jvX50tsfgWG0kvSeKmYw5BR5+XJh9QMPHx6w2jA5jx0s2yVgYxDQbpUyvcbEH//0J1LtSiaV2PeAMo7jsrDHC5ctEIpiuptZ7iQCLOdCiUrUdCWxrZnlsJCvKyknydpTIjcvgg0R1R8JayoHNxEuZ3RT3D8ceHl5JWchZZjXFd3ki7xdL9JOGRy6adZt5/PnA+F8IufE4eGASpnSZztlv7Bdd5JyDIdHrPO9RaA5n3eMVRRtBWicNvbrWVBsVuwLh/s7xjvZzU4OVNrZ315oOfDwdGA6zkznkcvpLDsp3WX5IWEG8KOnIXSOFDNNVXRMKLXTCsS48VgvGC1CLH3nyOWB0+sr2ngwI0aBmxZQmvPzV+KXr9w/HNnWQEqijiwpUEOBUsi1Ea4rVBjmgh48evAoIKw7g7fEkNmeN7yW1Hg/jzhvRP6tFIfHA08fjpQQuLy9EfaA0wbjYDguaDtSJ8Px6HHzJJmFNnN/8JATbpTw4e0sc1FdG81Iuy/GRl5X/v4ffxC18yb4vbpGVE2M48B8nJkOC8MyEbcL8fLGMI4My8x8/7dRYY6DpyiFswpVi9h/lMEuHueQayVVUhLpf0NEOykErG4oHKqpdyJP7gi62qQVNs8jNVdK7UrIVsR3R2/BKaHu3gJ6b/NNoxRVK2r3MpZaWPfU/YKqJ2BI5Vtq7c8rLU6r3yd5PZpJ/iZCn4riJriR5IvDPHC3yLUtamlR8ZYm1ZPAviFGgQ/EVEhdiSkxW4JY05qeMALwXWULDaMk1GG9noW32zcZtdz+lL6YgLYGZQ3OO6wVPKGg7iqqgTEWvFSgNaZuxSnoIhWbc7wvACiN804WRcp7FW97zFWtwmbNKXdlbHmHTyQERGGjkJicTdQiEAhrNH7wtFakZdtZwdUUtLXvs0H5EFqHrGv5/HsrP5faK1xp7XKreKmdXdvdtLpnWSoIIfUwd/HmusEzjCPjNIogqCRoYhsRQVogbDtp27FGkQcZJbQq48XaZ+r4fn1mhHi0B7nWkMX3O2Lv/3j8ukp2PKLNRIwnHpxBNUM4n/j25584hcDL68ZWFEc7ScqHUcQ9sIUgCKmSccZSa5ZdAYXWZCaih5G7ZWJQmtPpgtYW5ybivmNdo0R4+frC29c3kUqj2EKiFMWeJRj08vwinppWGAeDaoW4RbI2hFbYr4lSILaKGTyTU3x9vrDXzOBkBhX3QKVi3EBJoLWwHb/szxhrOd7NXNYL62kjVcfTh52H8Z5WGyEEWhX7wfH+gJs1909H5hGuV8diNMto5T1ZYUNqEtdrIWRF2RIfxoHHDw+MOVHciGnQkJ3evl745acXzmdpv2IKD3cfONxPaFXZXr+xb5Hnr6/U2vBL6gq7wjhoUZFpTVoDz183ptkw51Eu1CI7zqoVMeyUJWGN4/y6s51fuHt8AC1AiWV+oM2j8Fu8peWMs2C84WoMp9OGGSx+OqDtQEwFu0fiXgmhELadsq9Yq8E46p4o7Q3tR9JecNPItCyc9Cu1Fo53I+Pdwnq6ktYr93cDy3Emp53T64nr6URJiWU5MHvN/dPCtjXyCstxJOyF/eUZlTfekkdrzbwE1jWzvp0l/mmaGMZJduC5YFrmw8OMHuA6ONJi2V5PeGOZlhE3GkLceHt74fzTL8yj5f7hjuXhSNy3v2oB+//78E6MI7VmYqqEVMAkDlP3TiAQgpTEB9hQuGGQOWDrQhxjUQUBkasircHOerWqUlQhJeG7tir4K6WUeA2zAOG07UKjJpmMCrH+GCPRfCkLlxWFmM8Rj2Au0rYtWRacm9BMPHxSudw4+LWLl7SWRdMoxTw4jvPANFpaq1yvG8Y64anSyS/tRn8RW0VuApYvVcRSpgfSq24+EC+lkJBkXlhRtVJS4vX5Rd5j7wdKdR6pRRI3BNM2oFqjpkiWZmW3cfS2qpL35J0IDCu6V4lV8JYUbOst9dawGjCiKjadbGSNwPZr906WHLrnUs6RzP2kzZor1CSVGW1DG025zYSpKJMFVqD6fLZVyZ5U8jOFwAdEpKPe26G1yIai9u5CS02AFkCpt5TrhoqKqoFSuV42WhO3wDiNTIdZ0J6DJ4dIa0E6GyqRSmO9bKQ90GICq6l1knSUpt65wCiELtTkPIckfuJWZAN222T8peNXF8zHww98PX0jp5WnUbFlxZfXM6frSnGOh0+fGNMVlbPMsK6JWAytiOQZrcFOmBqENG8Mo/XM44xxmtFZVIq4wdBwGK/ZVhkWq7JTc0INli9fn9mzoXmxhIyTJpVIyJEYK6lqplwlzkvBHndS0jSr8V5zP47kXLleV172zDD4HvMFKIvRGU3u3i1wZmBLkaEV1j1SWqLmyrx8xjLgjOJ82fCDZz464n4hpo3jdOBwmKhp4zBY1tNKXAuHxyfmw0zaVr78cuGnn1/R05HfffqRD3cjI9J6ON4faSVjF09JG+mUMMPAp8fPNCpvr1+ASEor2/nKfjnTeqZcUZmQhKxSimDxUoyUVAhBLop1u3LZLrTcoAoB6W5ZaAh8YJpGSq68fjvz8x9+wk+acRqZxxN6GNDOUYOnJAl/1c3hRk9KE0UZDncje3Ts1zO2KoqyNKcpmyhucypUBanIDckin582ivF+wQwjYb+Q9zObyrx+PXE3Wx4fF9Yt8O3P3zi9Xigh8fjpkeOHTyy+MuooTNpBMR8GLuuZly8v2JZ4+vyEmx3PXy9cThuUxHyYUFpmkjnKTSzFwB/+8x+BihstxltpQRnLGhO/fLsQtsD17cKoMlot2DWT1I6+/mVV3b+nw2iJk8qpEFIlpoYplVyLROyZG3hcEHPaOpwfON7dSWCvlSBhlKWi8TLFwvbMypgk7SZmefxGo6kqlaXq86sGg5K0ki7BENh1lRzG22uryCLQ6GHNN5VsKb2lKzflWm/Coa6WbN0j0r15+mZaHyem0TF4aXlue6Q4y+wGRIwjWLxaCykW9pglqgxFVQJyf8ev5dTbe9LuNEb3GabueYqVsO3EHGkgHsLe1o6b3Au1Fs7sNBsR/XSUpdag2k0ZKuIbhequAvHMJnNLgJHzkVIW2EQR7KS1Mgo1WgALoiiWhSL1akxA9cgH0qt4abfKxqBUSDH1ODFDz6JGaWnF6g7nH1ql+SpeR63fZ8VKt05b6t7R2rptqYu8UkMZ9259qX1JDinRUu5dycIwSnbrOI9Y71BaNvp7qqhURNneFDmL4rbljKoVXeW8i0LX4LuHt/U2MOr2mhRNW1orXdDWUL+Sb/urC+Y5wt52flwGkj3wcn3l6Z8+E3G8fHtmv75wzo0WGm6vXNbMP//zDzSVIO/YwRDWr6Qku51tv/I1fuPu8RO/+91HXn/5ymndietORaP8ket5JVdRuiobMVYzffjIWDLrulFr5LI7qvWkahi8ZnGasFdC3ASvpR2FxmwtykiLad8jayzcLwNGKUKM7KW+G5dLzUyjZ1GaNUg0TlSO/bQzHxZ+83ef+Y//8hs+eMM8WRSG5f6OP/38M19Pjc8/fsaw8u2nn1jXivaO43Ek18ifn0+o52+8/nTBDBMff/MB5xSTvnJ6+YVl/GceP8+sr1/JpWCy5fTyxvntTEqJ7U9/ZNt2zHzgw3/3I3HfJCrNKmLUNOso15UcJRanGcvh7oCfPFVFlLbECt/eAmZPzIu0Q60auH4583Q/MCyOy/VVLAC28OV55e33kRwCP/zgaLny9PjAcLgnFc23UhhGxdOnD0yjJsXA25cv+LsZZSxhD5JakAvz/YHSDFvaOFhF3GV3WZshkSnrhcVb7OS4vEWef35hfmpYEpTKf/pf/zN/+tdfcNbyd//4O/7xf/5HtHd8/fmNP//5Gf9y4v7HD+wB/rf/5c88//QLk1VMD0fOb2diiCwff0CNEUlrqMSWSDmxXQuvbyv7ujOPjhIr+rKhtMw8jKksDxOD83g38PgwsgwikZ8fH7HLA638ikrg39lRO5qtlIJ3mkHDHiPOGsw0MAwD2hiO3jEdjjzc3fHjw4GSxNTeGjitGKwmOUu0lnXfCDHxtgX2EERBWjqUwBqZ7TeYp1Gq3BIBBUVmfTHJPPSWjdmqoiqZn924tbW39G4IAXrVUrohvzVouZvOu8q09Jbu5D1Qua47tRa2PfL4sPDx6QinE9fzyum8sbeCUoWSKvstsPgdpVcoKdLQxFpw3jINA8fjgDKa0gRALnACTQuZw/3MNA0Mw4hzhlqroNw2iSVMVaFjYd+izDSTUHaMEUWrpG1I1qXM2KSqNkYJlAE6DEDsHSmKGNPZyjRZrBVe7i3SrSpNLYYYEaFVa12gVaB3C7RSWK1xWjovSjW8bqhiqFnAuUL/071irPjWK8RuGxK1rUVb6S5qo0U7EBPbFon7Ll0dK7PZW+xcbQhztsg5GCaP9oZKYQ8bOSf84NHWs2fTIfGx+ykF6aeNwRnPNI0sxwPGuXeWbm3t3V/cWkZ3mpDuFpfWW/4p/5W2khBf8FRq2tjVwuEa+PpffuHy7Y3T2862ZU45YYrDaRgWWK+irgy5UlLFjQtVr4Q9sYWI9wPz/QOff/zM9nLCNy1JItK8Ju4VquE4HGll53w5s+5XUjYo71DK8+npA5DY1pW0h17ad7VYlf7449OCpbJdI6dVor8aFasnznsgJPki1ArawjQtzF5TU8MqTbFdbWc9rcBxGfnx6Y7ZabbLyum8k2LiGhqPP9xjTGE/b1wDpKZYrOH566soc11m2zae7u85PixUU2mpsW+Jp88zykJIkct1R9Go65l93Si1dZm7Y36cePj8CZAh+H4NGKeZDhPWeMK+8/p8JqaKthmjPXYQhec8DfjDhHKe9XpmXyODrSxHR9VHrucTIVwk9mmPspgay/3TSFhHYtmpAU4vO0tuVG1lDlMM0zISouJ63Xj68ETaA0qp7m0VvF3IEXQjhfz++muOGC9g9hwTJezMy8g2ekIJLE5z+bZzOSXe3nb8OPCb337m8TdPnC5iczkcJr78eWNqmusfv7IFgS7YYUQb2GPGO9k83D8dpVtQIG+RnArOG/w4sxwO1CK2JbHgBPnvHClr4rpFQeEZLwSYUXH/4Y7j3cT4dE+tfxtpJSnJBhHAGycgjKZ6BSC2gKa0oMxGzzIPjIOBlqlForxaVzoKnUVUnzd8ndaGhpG4LRRaSaWKElFGjJFWpcWqlSDQQsqEXMnvs0S5idNsV7sKdxV6e5L2HhR9+3l7V2B24+G7IEjEQkKfSqRcSLWgneFQCmEPpNpYt9Qj6vT7jVMyJcXzl3tOZi0CFm9a4b1lnCzO2Z4tedtgGRHIGI13Bm8t3nV2b9OoJkrQUGV2V3ISsVL3Qtba32MX0FSkpVub/ERiwW7614YzFmU0zTSSVmxVbBjcZqGlSil+YyYoTW6arVRCqqTOEm6I/cIq8AZGo1hGjVHiEzVFo4rGOCFECTWn+2tzeW9lK2Rzo7SodWkK6w1Yh9K2d3YsuZZ3rqtQk7TYeTRC4WlSbYaUMFqi2cZBvJf6/R4ialirBTpB1Whj8dYxegmVvoVlK9W6lUVK+JTk+ksxU5N4SCUAW2PcX0Zd/uqCmfKJWXve1p0f9IZ+PXM575yuZ96uoiZURnZhdrjD2sa2FuzipOU6TEzesq6JU4HjOGCtZhqtmNO1glrJBfa0cbq88PZ2ppKgWWJunENAO40bDuhaOcwDLUdKFkzbLuJdcomEmEkNxkHja+G8brxdI816tGscxoXzNVAQ2LFQmjTjICT8ECtgGP1AjgHqTSjg+c3nA8fDCKXwtiYyjq1mhmlBl8K2bry+BkLSDCO8vpzJWZOzZXKGz58+MXpNihcuW0IjJJBWC2k/Q1LEFCg5sl9P+NmzTAM+WewuyQPeNuK24QQaifFKDPdFsRzvSA3YM3m/clkjB+/x3sssQ8HjbBnsxLpXVEqULTLPnhqVhLyaRm6OtCW8SShXmIaRphdwjT1m8rcLfh6kx4aE0K5bJtfGdjkz3x0oNMqeaCXi5plaG85rnJvR2pA7qSvnRIqRcF6F5frj78iloVLg9HrmskVqTHjvePx4z+FxYU+BuO7cOSNIw/HAJUbC6cJ8mPn4wwMpRPK6MlrN44c75uMihmslMWy7McQ1Yn2ThSAEWs4QI84Y1OxpRrGukqgTYkB3MoqxEmTuvcfqhqWA+9vwYaYs6vKbkCbn3tqy4issuWKsegd1D94xjV6EKLdOJx0ikCLbFtj22FF3N5xeo1Tdq5VeEbZuGcmVPQr0QtFpMrm8i25SqaQe/uys695JmXXKHb/1WeJNYCPzT1HM0mdryGxTi/J3cB6jNbEUtKqYoshVhDP7HmlZZqPaGBpF2OX9n9ptLaW0vjwJbch5yzR6vDOiii1CCBNxjKRpiBJdMIIl6Z7jKD+jShVVUiK1LItFD3CW93vD3iGISHjHFyp1q6jr+2MpJUHPquXvLelGb1Hf/Ji6/xAyilAVa9XsWRbM7kzBKnC6Ek3DGekM5iQNU98aDrD+piSWKjcXqa5rh/8qNFobnB8xxuNQ3QYDvgcZVPcdrtAtqu92ldoaKcmc1lnLNDq08SjryU1RQma9ihLW6Fusl0h1jZX0JFqj3UK5e6v4ZllrnRkr415Fdb5zZvtp469sydZacNbwp/WVoz9g3cbDpw/suXBIidN+ppwrxWhsLeRmxb/UpEpDV/Zto1bNYT5wOM4Usij0UuX15RugiSlx3ja23NixhC2ScyQ3aQsNg5WEbiPDhNO2YgdHa4XD3cRlTVwvmawVyzygVOX19cSaFdpZDvMEplH3SCqJ1qSEH52jtip5e1Xk8MY6trizTDO6AboxecNvPxwJ+8brtxOlGuHqHgw+VeIe+Pbtjb01hnHk9eUFsCx3R7xXzE4uqre3net1QynN493I4WBYzydKXNm3ldYMNUXW04Wcdpb7gWGY0XYUZB2N5eEosUm2orCQMqoGJt9wjwv3ubHvjm1P7NvG6fmVuos6z2jNvFjuJk91clNURKbBoZunlsjgLEbZrnlrKN3wg6eYhqqWvBViTLhpQFnNnjLXy4oyhtDEcK68F0Ra39QoNN44vLPELXL3dBDM3b5yPu2sz2fqcaC4F84vFx4Ww74mnB8pyBxaO0Vsme01cPnpK/rHJw5LZLo7cHoWgLVukbKfqLHgaByPM37wxFCYrKj/cgzypXae63bl9PxGi+K3c1bjJ4/3Dj1Lll4aj5IWT2AYNFYp/Cxc3POXEzVr7PyXUVr/no5cCrHIbMl1JmgoBV8tOUvWorMe2/9oZfHOo3NGK8lvbDeyzb5zvVw5rzsxVXKF674Ts8zKDFq8cOXGPpW5t1KQWukinZvQROZJqRZKq2hjGL2081uvDKrivRK+LZVdw0FTsqHU79FUona13SojYPEKxnSBTyHnRFBK/Mj9Zl76LLD1+d6tcuZmOyviY52mCWft+8y15ooxhtFbUdG7ni2ZKxkBhKv+YmNI7ykkrTZiiKKnUDKrzan01A2FMUXuQSDiqX/zWcp8sgm20fr36ltrK50DeF+EBDHXbRVFPKWhKvZqSE2RW31/3FKbsIBLYTINb5ANE99tI7cHV/0OUmrrNqBOy0fsYEpniY2rGdMKBvBWo7udT9rc5Ts4vWNJb3NZDQxOS2vae7R1EiXW7Tn65kNVN8W1tGUbkr5jksJUQRga29Davc9yFVCdFYSi1n1eLNVtqX/ZJvarC+bvHv8jOb0SSyGkiAVayQxeYUikTbLo/DRynBXKFLZtxznFOI0yyG2JYRooKbNtJz5++oHZK8nJNEagv0Vx3XaUsUyHScQnMWP9BEqkz05pnu4n+TCHRlWFGLQAgVvDj57DDOtp43JNbDFhjOLT4Y5cdmIQDqZ14IwVMEArVKTv3WwjxEhYI/PsqDmikdDZ/+G//0dSzvz+Dy8M4wNmVIwGLpcrqmm+fbuwlsb8OHJ5S2Q9MI8Tj08Len/ldErEksgR7h+PDM5ilULVzPX1ymsrnNeVx6dHWipcQ+Fyjpz3zNOTY1k8JRZ+ef0Z/cufGZwRVJlyUG6XsCWmxLYnjFNY59hyZUuwXaU61K1yWCufPh+ZjzNGGbwz7CnQmiJsPT3BSVxRKXKjCfmK6+0trCXnCKkwTKanVRi81ewhYFeN1xrrNWmPlMuK1ho/j6SW2NeV+88TOEfeDAVHLJqQG20PuGlEDQ4/z6SYSNuOypVt3zldLqyvgbtlRk8zuWSeX37h5acXZq/RxdBGizNWEH7WokrFjg1UIayJ2irTcWE0E9o6tJ0Jl5W47kzTiLUKlOyo7+4HlBuJoRDWKy0nUgiUFNDzCNqQQ6K1868uVP9ejnpTVhaoDrxRdMshpUAqDWUtwzyxzAvjMIjEvwszcseHhSiJQ1sIrGvgGjKhVGLKKO3w3giMvIO/K01CjpXtXkHVKy5RAgmGT37PWiPzVNX6jbyiVHv3h74HHivVW7YN3TogXd1M+oLeFEh4eW/VCoRb/jvnTFLmfW6nVet0GmkxqwZGG5yV6td0y0pFM88TaKkeVZUbtbcSJ+Vc7332drdU2KqziyGm0uERBl0aKQdy62rc2qjlRu5RKC0B0dZqSRGhvftjrRH83uAVTgl4QGmNHwaxf/RNRGuyCKgbXrCnx+SeS1lvC06359RaSV1YtYVCs90wohvKVLQpaC0zPtUr+tJtG63Joq7Fc0NTfVHMGWMSICIkNB27KChKAaEL/v8GgW+1YZzFO8fgvQDSjenvh241Up1SxLvNR+me7VoyVjeEJNHju4xGNcOtnW21Amckvq/POVOM0rL8C8evLpif5if+05ff47QjF4GLp3zm29czMRW08dw9eg6jh7KxroUTkce//4D2lrQKHuv19IXaDMO8UH7/B54+HpnmRdRvqfB2OtH0yHIYGZylhEKNRb6EWeJzBtd4e/1GyhKkmvIFbT2tSjr3soz8/MvPvFwyKTeMt3w+TNSauWyRdc9SWbpGKhHVLFuKlKJR1WKgt5KqtEX3zKfHJ/75X34kxY2vbzKc/vQ4cj2d2K9vXPZIWBN7VdhxYFsrxniWsWJU5g//5Y+kbaUaaUX/8OnI4SC5eNt14/l5JyuH9mAHw+H+SImJ0gBbaWi0m2jWczm/8fztjRQC4+RZjvfUGhjGAWcNNW5AJWPIwPV0BqN5vH/kODZCCuS44/QuloAaMVoEBc5b9t0SqmXbN1qQ1vYa5MvtfeLgNPfHQZLXrVTYJQZUywyjxw+aGBwpgW+W/brSyo6xGp0tOhViChgzoFu3cmjPdLijlcbhqBkOR5yvlHWnNAgx99QLxfPrxtc/feHvfvv3PHz6jHKe0zXyyx9/xhuLGQZya+zPJw7jyN1yJCdFywGlSxdTOLw1TN6AVXg3UoonzBat7vCH+57Ft1FLwM8W5Rx7sDgrFdG2RurlZxoCjUeXroz89384q9mDwADQgm5rVbGHjFKOCSHczIeZ+8PCNDpUK2ITi4nLZRXhRgjEFEVJ2v2AAr1WKHqaSW3sKRJyRvccRm1kATDOdF6pAL5Vr+CMUwzW4LThsmdylUSL0lu6NxuEHK1bGIT+824J6FYT1eiqR5mjyoIn1VIpQoOxuuC1FoFQbd3OLM00AAAgAElEQVSeIjd9YzVDsyitSEWqLmUUg7MMY/c6KgloHpxANowT0HytAnjw44QfBplPNqQqUgZlFYqeFIKEKOTSumD1thEQ+EJTVeK6rOu/I6tDVYqiNUUbLOqd2OS9EaAAt3lv65D2WxpJfbcI3fyTSrf385P5vnnas2zGjdaiem83kk9F5Qx9Y1GQubbuYAyhlQ3iDaVJCHeQ6lQbI53kLF2dUlLf0ChUM5QObLDWMA6eYfB430EDRqGq6rg8K3jA3oGQVrwIdkoW7J3T3xNQminUcrPkfA9O10ZjrMQC1FqlwvxrRT8KOE6PePNHvl5fuRufeDv/kW2vxNo43HnQllo29kvmbU80L3FH1sAlbrycd6EE2cZkDdZ7mnKCbWuNYjV+GpmcA90I28Z2DWgUb9eNVDSHg9g43q6VwVlm53BupKGpSmgsL88nYrYoB8ugWRZP2BKnLAkCGk1IiVINmNYvHuQCrppUEt5Y1v5F/Xh84OPHI+vlStgsh9T4/OlOjPNfX/nTT8+0yXSPFbx925gmS607zy8vjMPAdc+9bVT47ad7zGB5PZ9YT5tYLtrAtHiWybEcFw7jSNINxQE/aKmCVaWmgHOOh8+fuJ4vkhN5mLC9FRNiJpvKoCrzMEmu4TSjMXgcJQWul43QEqkWUgBbFdoqYecahR0cfoFrKayxccmN0AQ7ZWpjWyO5XLk/Orx3hC1SQsR4MMMDNWumu3sIG9rKDShsAesNed+pz28M88KHj4vsDKtiHC3WOwbTmLwEvO5JWLW6eCGG6MaeMq/fzvzTP/8Tv/m73+KGgUQh7AKono8j03EirAHnPA9PD/h5kh1jKqTXnfunO2qteDuhqoAicslsL2fyvrMcLIf7j+yrorVCWDfSfsE1z6gc40Gj/MC2LIQWCAXy64XBW+blbwO+PjjLakqHDzSxkxQNqkDSDDGz72Jx8lZhaaR95/XtxB4y+yoL556StDRTIqRCKrxXUbX0VjxyF7uBxxVShSitGK3HCLcf6ApHbWXOrTWttA55F31E7jNK8V32PmyvUG83Pvm7VI8dStbBB7coLvl7ypVtT9i+sFIrzphemUq7rrWGRqg/mQ4eKA3vDcfF42w3wFuLt6MQxYyUPqnj5howmi5oof4bb2UVBmypXWjzndQjM87GLUpMN4WyTjapfV6njMM4j3VO2omtopo8dim9+rv5PvtMLiP+2py/54/enuXmZdW3eWgtqJZFLVoENjFo1T2Mt5WpJ6WU7+feGAmzcN7jx6G3iaU6LaWS0w4IFD8VLQKsnN9n0WIvkvQlozXjOErSkLdordCmgUEqQSMxYbXInLP1jVCtlRBkjuuM7sKw1oVj8lnX9N3fKqktqnt887sIqKS/Fr6uLXfLJy7hSsuw3R34/A8/8Pq8dfyQ+I32lDltMpj3WgkXNorZ2TpFNSLxPR4f+A//9DtUbZjBofWFlHcm59n3jT1LJp9iZ90DUa4bXt5WYlTcffjIwEaKmwxvlTAOY++ftyQtV2ri27eAso7BWfKWpC+tDUYhPq8C1ngREuQIqrLukb2r5J4eJn768xeGwaF044cfP/LjD0+cXt54e1t5WytP9yPhGlgvK3aAnHaeX3bmw8R2uWL8xPPrmf/pf/x7xgEua+DtNaOxjIeJ++MBa2CcLPcPR5xqKO/7vCRxWXcu4Yz1I8YMIo9fRmqJlLJLS63IBkEvA3HNaGSHlq9ntPZUbQnXC+fXCylk2VAsHu9G8VH5QbINQ5CcQQzXCmsRQU+jYqsmNk1ZA0oVDnNjD0lme98uHD94agPnPSVu1KjJtXG97IyzIcc+2siZl29fefr8CUph0DBYjZ00rRT285W4n6mt4CyEvZJiIuyB+8PA08NMiRuoSnWO0hSPj/c8fjyih4ESA/Mw4idLLkFUkHvAK0Vc5EscY6RQ0FFwhykr0AMhNML1RC6KlKNsELYrWl8wqjFMnunuyDzcoR/EL8seaLkb9P8GjpsIB909jhVRjWpFymK3WPfIugVCjAx6JKdCjJUQxSpSehJJSImQC6EUYpF2WL1h2JCnUUahSusVDwgyz0hFWKWl571ABG4BvhoEU5dTj/vqr13fpDjtJhJFNakM1A0WXyXuT+bmIgRx3f6gm5JxTpK5qEJsEMUV7g4zSusuHulxTyULIzdICos2MHqBq+ta0B2xpnVj3zdJuWntndSDUuh1pxaZM9Lbj/Jau6JWa5bDghv7YtYpPtze462lC5Tca+rOhbW6p8D08k66141cUm9uyibmdv6keL7hFtRN3SJHU7ScaDW9+xGBDqzon6lWPRe0UmtvyfatkLUD3juGweO8Q1vT4Sjip6WfjwaUkElFdd7s9xfR+hxz8JLucvPMWtOAJJYVLfYTvGULOyUVyXDVCqVKb4933rAxEuml5Xlba9TcUFowgNp2VodGqtIkegsj7YW/+B369QBpfSCuP5Nr5jg8QFWYmJkOntykz5ySKMSclsR2YyT2Z5gHfKkSdzPc8fDhkX/5+x8ZUKQQ0K0w2gapYZ0jrhe80nw9XzhdNwEJpIa1nkuxfHw68uMPj1zfKmEY0SWiKqzrzp4LIQFuBiRSy7oF6xXbvtNMx1lZuF4kf847K8HYSTiGJQvIvaE5zAMv5zMhFOaWGOcjj48LLW78/OcX1liwy0JcIzlmDg9Hzm/f+Pp8RZmBy2WnpQY1YK3msDhSal0Z27g7eIbR0ZRUSdZqvvz8Cz/88Amt4Xp65fp2YT9HaiukuNJ0wDjLy8uVmovQ/c0FkqTYK6dQrTBOI9pYSDswdgWnw4wLVVdQmUoBXdEGyKnPbZoYtrNijQ1tBEI8eCNtu7TK56pLb18buRlsMARRR3q1Eq5nFJmYtYTIugGsqHXnu0fqtrOtZ9KecUZjhwGqYlsj59OFkDaMtYR1ZV8DrYnQ5uEwcn67Ms2Vwygp7t5o9DJSSmF9faXFHb2MxJIJa+T5ly844OnhjhQjyjiR65cGNdIqLPOAHQa0gvW8sm2yWIYtEdZKSwlVAvcfFrRdMCTCGlA1CirSO8b5b0MlK1WMQnfFIE1ENLpL+fddrBeVbkGxMltSWliipWhi7OCDKKkVTSmU6dxSZ0ThWaTqKVlCkWvraRgdT1dyoXblqTKIt6+JtUQBMWdiTjKSUELpsepWOPXZ5Pu7ksWvtvZvwoT5Xt3ckiwUNN0X71QwiIXCWftvKlCgi4tCquxR+LKVHuVVCzFEVPvOe91rZAtSkWnVAe30YGKfKUaEJtZatNOUHN8xbaDwg4iEwl6JtdAQ68ptg1A7YegmkKL2OC1uiSOtqz2lvair7tKcW8XK7V8iDGryOo2mz69lANyqzGelIpPdSA8tEctsLsRQoRapdFE45/HDyDTPUvEamd+W3HqVdnteUZdL3qb4c3Xvo0phW7v1A5QS203NmkShVU0pClsM1leMa+I9vS38iM1GKYFDGCMzcOuknS7mSol14x2j2J+3VKiK2kk/1lqJdVR/5YLpteOPzz8zuYXRzrhaWC8ruhactmw50EwlhkIzlTsr/M9KEyajNWhtefztAx/vH9DlQsOwXs9IqJDBWs96ubKnTMgZZQ3DMHHeVrac8CbycLeQw5U//uuFPRWeno5ijo6N03WnqD60zZl1q1g3cRwHrmFDVfUu/w4hgb7tOjMxV3IGZ4V6o6gc7MSnxwdeX18ZrSfTmGeDtZkvv7xy3ip2cHx+uOf0+o3RT2x7IK6NkMCrKv6raeDnr1d+/M0T53WnhMZ22RlHz2GYMN7SnBKW7V5IJbPfB2LsfN7cGJeJljJv5yvZSm891UaIDZ2F1VlzxTlDDoXL6UJrJ4zW3E2ah3s4zCOj96jJUYph3yMp7pyuicMIzQkKMOyRHCulWoyVFi01s0yGjCedd3KELTdcqN8DWa0D4yhZCC8pNcK6U267T+3xy8IwjUx3C9lItuflvGFIPHz4SEqa6yWQcmSYR5yduJ6EPdtQjNPMcHzkME8ss3hS92rQp0iMhRgCed/wthAChAwhFJSy+NGLMG1wDNMA2rNdd9lceMs4azCi5NzOgRyipMSMC4Nf0FQGD34eyDhCqKS9YKmoUd7//07dm/XIlh1Zep/t6QzuHhH3ZpJJ1qCqbqABAYKe+i/0/3/Tg1AQulAqkUzmHSLC3c+wRz3YPn6zhGKqmy9FOpADyGDw+rRtm9la32q/cCP9S3qEoBc2qh7quaiF4ziYSxeeBK+RVLWrW/dt6bYQhRekpEK92rQAStWu6QHXbspdTbVRmipjDToyLaUQi+oJvBha7gHIXX/prO3CmG4f7FQg9SZ2D2Y9OtlveLdaOyAdoI9tFRLecXM/IxhJEbLVf/fB0oTHaFCamvpzVY6qMfWhmE25EVPD2SPTUr2M+2HXkSPpxTBZi+27We8tvlOAtrJTDk9r636vo0tGge10G42OsVWZW1q36pj2iOJqZFrpQhsRrNUMSCMHH+h43gWKdlC0hjXa0dtKH50DLoCxtKLRWLSGmAwotzdnIfXO1Du10NgD5D8MD89s6WP5HDNHp2zkZ8kxgHOatVmrMq1b1j+joCItmo7Bd+nB0U4YBs+QKy5kMFqcDb4LvDTD01mNbnPBIk1JRcelwvcdbelQjUbpdqXWYfMqMPKjw4Q/fQH+5ZFszPzTT//E8/SEwfBxGLhXzaB7fY/c1oIbhcs4sa0rn24rY5359cdG3DPOO3wIfDy/8OEyQdyJ9w03nEix8PWnH/nyeuW+75QsxKz7kS/XxDiPfJhPbDFxu69sW6MZ/XJuf3wlRvDDQDGWFDOv28o0O/7x+4/s98I1rgwOpnHk8+tVFXjWMQ4DrRa21AhhINhCE8M8TozB0krky5dPKkc3hcspMIbG1y83rAtcvn/B1sT6+kq+LTpPr3qz+e0PLzg78Pr+xnus/G//+39mGDz79got8Nu/fWEY1aScl419WWlieX75nqcPz7y/3jFi+fDhO/xgub7d+HJ/o1jL+9vOsmVO84izuoD3znC6DGi6Teb7lx+wYeD0/AExjrysbPeV989XnCkMoWFqZRSNxjEm88dPG9YLNjhsarBXSoEaKxZHeb9T2ydM0UNvL557agyuME8jzjcaG+PsiOtC8469BcZp5OOH7xmCsoNbhe3LKyVnvmx3puczcff84ccfNYiWgDMB1kKyd7zJvHx8Yl9XghUsO+uysd4i4RWev//Ah6cz727m/euNWi2NgVwD1ljmyfD8wwvnDy8gltuPf6DtETudCM5rnFvJ3N6+UKWxrTuDtTw9z4TTiJ/P2PmJGGF9e8WYRBg9ZphZvn9me7tRtndy04L91/A4zSPWGu5b5rYmcm4EsXhr+PDyxG9++BXzpPm33glp37jfN27rort/MdhxZGyWskTu207OKvCJuRDLN4tAbaWb7umjwkZeC7kjy7wzOKDkTG4N5x1TcOjGrXCaHLVqF1Jr6x5SLXKVbwXTyIFe067SdiN8Lz993Skq5DDqvc4CuRqqGJoxFFpPQxHFzDlhdANiLcuys21FgfJWO5vbmhVYHhVcLkaFOxVNLvHe99BivU/60Ggtcr0vLPeNHHVGLVa1FbU/G9+zIXP/3TkdTFsVHXlnOU0BL0qgMhaM+wa2t9K64OmbP1H3vFpwc3HEWPBxZ5CeIlKrhiVwqGa1sJlHhqT0V7xPJ6zqDsYhMATHMHi8lZ7L2clIPWyj1axqVGtwYjBOoQfOaaZoypASbKmwrTslZ8bZIcbSolpUnNF807QXok+EwROGgfP5gvMj1nqMtWoLacr13VaFGsxBgREKgpcHYCLGTNx3pFWchecP6g9HNDxcAbX//uMXC6b1Mx/CR2Jamcczgx81n27PxLxTDeR0ZKJVJFjmc+Drdee754ALlml+puTEKQwsW0KMoy6RLUb2mti2jdevK6tAzSpEeHq64FCRwJZ33pbMdDoxDo7tltmSME0Dpha2tRBr5eU8ch4CZdURSS0Z44Uvrwut6U0xl0rwjmoCw6CYJB/AeYfJhfW2k0oBa7BO8EaoWyaGyGIMl5Pl/uUzPhhSzAQPuVXGQUH1tyXz+W0jVc+vP4x8vAhb2oj7zseP3zFPKpW+vt0pcVe/mvdghOvbKzVWYtkxYmjF00phHAfaLrx8d+ZXIRDXK0jDW8XbNTRZIu2wbCvWZYbgOU0D1jXsyTONQl43Ulx0v9HZi97CNM3UmjStXuhfNGgkxHlKCaT9rmIIMYhY3QP0TNK4Z5a3A8LtOT1NTPOZYTqpKMEKuQrb7U6OET94lXxT2ToObZg85/NIzLC+3al75nwe2O437teFMJy4LZFWE97qe1/qK8KV+fvfcLmcyNYxeMd0mpHWGEzlfB7Jeed6XWm3G/N5IIyWbc+sy8b9urBvq9pEWuXv/9NvqTlTU1KItmhHta+JllbKnPAXw3rf2deVctuoJjH+dTSYinZ2RuX0nY5ljejN2lkus+c3370wDRbbILWGtYZxnGhileBUct8d9Z1YH5Faa7B9N1c7k7NU7bwAaK0LdwzBddO6MtYYOhXH97SOXPOD3aq+PLV2IKKBxk2FNGLqY/dluu3D9jFk6d2DalS0h5XWHlaLA8m3bjvTYPHWq53ECNapPSXuquo9iGBxP/o+hXfX/prGVIi5oBMVPQv3GInFs0Vdq2hi0kaMBTX2944nqdWp5Ewp6dEJ55zZ9kJqKmBKFVpp2FQw205O+SFUCs4weNvzRWtXCDcsDess1qkv1loQKQSnFiBPUUFQH2/+fP9s+nvqjRCsZfRC8IYQNLHJefvwLh4TC2n99TGqQi/p4BWZh+VHQJF77rAr8VBZ1w6FOPjBlC7sQp9XLiBJ1B7UOqP4cPFAt51oF2y6psIHj+0XGMRSqbguSBMqtnuScm20pGI182/U2P/28csF0xku4zPvOzgElxPn08jlPPHpurAshWZhHjPjYDgD6bYz/vDE+VcXfv3yHefzzIfnC2nbSDmTa+Z6vbGmxPVtYU8N4wdq1Ft6y42aN7Zm2GLibYucw4gQub3eEef5+Dw99iPWOgaXeZkGaJbrvrDWjBfh/R7JdIOvODBFfYs1E6sq3Yw1PUEAalbI8jw6Us4E61hTIt83XHDYZUFSIwwXHUeEibInprHyh083Pl818mgMln/4u2eoBVMrLy/f8f2HiX/93e90VFEa82ngflvxQyPlL8zjCVJDpKrKNOmHbJ5nnr77QKGxvb+T18g4BWpZyElIVSjF0IzDeEt1nk9fV373r39k9Cp6mkanYasmqCIO23c8DSH126He5gYnhNo9ebbhTzMJjdKxpuGcYEyhtMSeIib1T7yzfHiaGINjHgN2CCoYyZkYs45HSuGQ7sUtkdadYQg9+1RPut0Z9h1erwtf3j4ThpHqz6y3BdMil+cTdats9ztPlxFbC15gmC3ny0SYR3KspPvCl7c7b2838pb44XkC6zXfcNecwkzgvm/kJXOenB4bVjMF4xap+Z19K7ovMpY9CuvXleX9jSE4qhXSXri/vf1PFa7/qIcxonmHRneCRgS8ZwgjQxigVkxNEAtbyRp0HBV4cVjXTVNhSmuKt5MOKNAyQqcCHaPZ/48IyEj3NqrpH6tUIW8N3imtJuaigdG9wNXaKTSmC3l6x9prn+7g6F5KTYXq9oBDLUQvCH0k2BmzsWWWdcc7YRo9wQrOepy1mqWYdd0Ro16aglMwAU1VroeaJtaq3GujzwW0wGYRUk5sqxA3oZRILhnoNhjT80hvOzFpzmXtis/aNJZwSwUJHiPCeRpUiWpsD6a2nc5TH6NzaWBbBwpY20VCx1hbeiCNMDhHso1stcukQhXtIx8WDxQaMHuYvdFLhVNFvbEWe2BxunDnCKo2VmhWcA6KNZjWVdBHZihHMecBc+iTWmXoOsvhyuxOJRp6rh7oPWfsIwKN7uGkZ5OKM4jxfbXn9dx2KgDCGIyzGnHYEUOtVW06Cj2OTrB/ul7+csE0BmLJSCs4Y4jlHZpR9qGzeNPYOjew1kosDqhUZ7FYTvPA82AwaeHLly+se2RbC69fr9y3yJq0G7ytaJdKpdnG231jKw3jLOM8ILmwrA0rluenEecdcd0o1oAkpiEwjZ7reyJW9eBsu97W9HblsVSs2J4MXgg9wqWkwrargKEC02iprTKHQKqZ3NTXs1xvvO+V7z48M80j633DDeBS5vNr5NN7IVVLCI7vXgZ++sMnzk+XnvW28k//9MaX60KrlQ8vgfefFtYlcTlVzk8nJg8fPj4Thsq+3liXTEoR5wZK0vHSHneWdSGWXZ+X0Vux8w6p3cg7GJydYT73vLgGxuJHy+QGXM34MCBNoQ/3+9eeIKAKPussPlsFX+dEyRkzTdjskJKVD1p1h0VtZGOQorugEIL61ILTL3Ot5BgVpuwc27qR48o4TOxGM+um0WnXUBumKcYqVuHrpzeCc1yen8APbJ/eGG0l7wnxnhACxjnW91fmeeZ0PjFMQQ9HqbjzTC7gB3Bl5fzyjB0mcu6eP2eQwVLF0uaJp7NHfGArmXrNyHXBzRM5oaOb4DHTxH3NfPnpSt6ueCN4MnH5hW/YX9DDOocVQ4qVcdMD2U0T02lmniacOLZ1J+bIvifWlEilYL3TvVtSAstt2Vl21QDEI0mk1R7hBA8VJt8EOiJ99+WcZjOixVZQr2RMakXSgqlxWQIc2o5DxPPgyHKkbRzqWe0+a6sKQeh8A8XCHdW1F88mFBqxFLYOWh9M5jz7PuJVQpHqYQzBNZzlMaI0VjoNRk3+sWacWKWb9WGwsa6HNOv3qtZMbaVnXlZKKuSUua8b2672nNLQWJHeYeVcaalqlx8C0+AZx5HBB8Vjtqa3/JqRg+tbKtbYXpz0GqO8VqOvjwVnVddRKmAqTk2UvfuWR8F6GoTzaJlHxxjcI6gbeKD5jChEATH0iNKuTjVUF7RT7Qrk3NNCDhGWkb73FX1trYgGj/fPTYE+sWhQFazvrQM6/7gU6FMF07tKMV0li3bWIqjytzVMUwj8A6yATkHSrs+nOwQ5rDP/3uOXO8y2kVskt6LZkVHzFoPzjMZzNZEmjT0VJIiqxpIQY+Pt60L8fseMluvbypcv71yvB0AgY5yw33bet8zehIDlvicqwjBYpgrjPLCvG/fUwFo+Ps8YNOfSW0twcBpGBNi2yD1G1ninVUsT9XSJM5QDBzY40l6woh6dVBvLlqhNOy7vVGF2X3bcSf1/xlpKqtyB03TiN7/9SE1JhTwlsy5wjyqhf5pGaov8/qd3zsEznBrvb3fO88Dn1xWcw02BHz+9EXf49a8+8MMPTwSjfN3zObBvN0WOXTdq1QO/Jd2ZbHEjDGc9vHYhV53Fx7I8GJQfXp54+W5mOHtq6TK3WnFGX/dWInXPhDDgnLB7jblqsfW9QcPWgqu6Tcq1si+RWiuDMeANRQSTmmLLRosPhnn2WOe62lH9VXrj1S9V84GlWlqOSBBKrPjgqEV9YzVnqhiMd+xZ0Vynpwujt+wkrNVx4jhPjNOMM5XUCi7u+POE1MZ6j+SiRdcPI94YLqcT4hzz0wXrPfOpq+eMpWB4fpmpKYEUYt3Iyw65MQaPMcJ4Hiix9tO7ECZDtiOfP3/GloXBFJ7O4X+ibP3HPWozjN5TJgWO+10Pye+//8DTNDIFwZjKGhPX9xtLKhQj2KSQ8Puyc1s0uCDm2uO29GArD6SYVrqK6aO9wwoB3ukIuOTDtqDdoLJdu3n86CqhR1sqoUdDs7SolgOujmDlW2Wt7eCitl5kTRfQ9NHecaILHGCAWiEXSLHC3A/o3JWoogIV0EM3lqaZrliOaK09qUK8UbGmErzpnVKnB7X8EJccGs3WqhJtejpLTI2Ye0fVO/QjoFuswbiDXqRkrnGw+M7qbVlXWTXrhQXRgmXEduGPFkxVlvbC5Azeaz5kQNRm039Gszv09byMMA16AQ7eYa3ppB21wFCrKlKtRcRCT0U5Orpa2uP9LzTKHvt70b2RtXRvatHJGjrlqsbqe1Q1K7NVBemHYBnniWFSUU7JWUVCNSHOUpvDWndEUdP20i/HFqxFnEO6PcVYATGYpr7bdiiO5Rsm7997/GLB/PLp/6K0hJOBZ38h7F/Zys4W76RcyCgO6mThviVue+E8n7jf7syj53q78/08Y8Uzn58RX3gCrtd33r5+ZU2iiKSWaWIZToOGg95vtFpZ7yvLlhinE9bpIRZTIcaNVjTpYjw7tvvOOEy8Lxv3rSrZ3nmc1RdHrLDvjW3NiBFyKghCzP021hrGaTJ5TFH5lp3nqF9CwZ48z88z42z43b98oflATErdcMHz7AwpFZb3RLMDH3/1TCMzTRP/zx+viFEF1/t9p7SJD9+P/Or7p246FtxgaawstzvLPaogww/4ENgzuMFxDs/UtBF3YbsnUob3WyEVIdaE98KcKvf7G9SgUmlr8FZDn/e44zA0adSmXerpcqI24b7sxPcdtydCS5TWPU4Y9Te1PsKjYgwEbzkFy9OsysvgHaWhooKQMUYvKrUo6N56y+nlibw49Wp1BaGIxh6Z0hjPT+TisHZlGgLn84yq2GA+DwymMp4D23KnbCu1wnfnZ+ZpBxOQoMVwGDS9ntoggPMB5y1NKilt1Jpx3jKMM+48dO9lZn/f1Z/bQwmNaQyTo4ye9Z6Iy4rxhvnDhfvtI/lVqDWSsP9jFes/+GGshmnXsumN22iSRGuJebrwfBpx6PteSiPdFvVnLiulNJZYuafGnrRQtgalK1VL0yB33VPpcknRaU3Vi1Zde7X0ThR9e2JW8tADMiBHp9PIx06MBs30YvkNvA48RnYHrUeLZevKWuWc2q6Ybf0QBnoR018QYyHK0WU0UoGUuw3StO49rbobB6xV5u2WMltKxKL5i8FpRzp4Q3Dy8FzCAU+QXhCld050n6Mi+xRX2zNJ0a5PrGiIc1W0pxXBUvOOU9wAACAASURBVBFv+y669L/0+VhnH9i44704/JJHp+29WjF8V6Frx2c1lqtbjowRxqDdqHM6Mre2p8fkDpyvDe8cg9euTalLfXojCgRA3z29JIl+rxq1C3B0ilZqB7xIhzgIWBq1/6wx4L02PEpSyuRsulrY/FsZ2M8mHNUYWtWGQULrBV8vTcfn34ho4kzV/0z6Be1PPX6xYP6f//x/kCRiomfJCbE7pgbEWVJWddVsHKk21lhovmFrBSz/6b/8A09jIGXthHJcydtOqrq7entdaAjni94WbGcAvm9vtKrxL/e9kFtgpDA4y0+f31h2Zc6e5oCkyu9/emcrjee9sdfC5TRoO27BihI69ljYCxgXqClTS2UMHukhrME7jNHCXWnMw0hOGnhdqsKg99iYp4kv7wt+OvOrX7/w5Y8/6g5XPCkW7tcbgudp8gw+8fnzQggTy6Y5nOstkVPE+oHJN5b3d1aBcXA8mQt//ONn3l7v3O+J4L0itFplDgNIY72t0BL71pMiYqP4gdwqqek4/+ttI8fEH3PFu8bz08jLNDIOnjEo0zflSkQYrSMISM3MwdNmg2RDi5VUMq4WCpUpeD14upducoHRGD6cB06jx4oKv6wxlJgxtTIMjniIS0pm6gSotVZOF50KGOcoNPbrjWF0DMGy7hWRyjR6qBERSxgGhjGQt8iPv3un1YTkxHw6M788Iz7ohi2tOuZxCTG+5/IZyI3ldgPTfW2lqMy/2Y4GDIgxzNNMm07UknD03U4qGB/ww0itSheZ/M6vf/NEeQpQMu6vo14SvArJ0q4jdWs9H14uhOBwXnBGsAjBOcYxkEqmLJF1U3hByZ2SYrSQ6ahMu71D5FP7CC442w+e1vddomSvQo8SU2Vr7mIg2wuqomtF/ZLSz1jpUOymodD0faWVXoAfv7d2Kwe96Or2sj0MidpN6R6UPgJO3O4ZUzzf1YnWIJZGzCqWLLWwJ8VtOqfAgMMas0YdpdZjT2cNo3eMQYvZkbQiptsqjjE1h5VHOy31L/b1fofVG6vfNWN0BbbFSIpZczOzV2O/1c5bevpJq8de+BBHNaTqa9maFgEBxsHj/TE+14ezDu883uv31BqLSPmZAOjACwrVKe9WGgQfCMH1HXJ/Zv3ykTvKSTtnFevQhUmlpt7x6ucOZ/A9daTmrBD6pF2svhamj8szteh+tDteVYjYmsY7Sun0p2Nk3UfHBlpH9ek4+QAn0LtyOELI/+yR7Nv6ztPLiXN4IkvEMpPzV6R5zqdA9g5X9c2kVk7OU6sj5p3XTz/xt//L3yEmsywLP/7h97zdCrkZjCTMOOPiTqFwuydVI8ZKNhXbGqlW3DQwYMl55/c/bWzRIQ6mUUh7YrnduZfC88sZbyofnSM3Q9w7vSQJa4cdW2fU40RjmqwKkJreyIK3KvqRiPXdwdQKpVqc77cm61m2nROG3/zwAnl9gBo8jWXZAcOy78xT5Z//+SvBDxiTeb6MWBGWdeV93Xh5suxbZqfy9DRiB8ent1e29yuIMMwzp2mgyM66vrNfM4lumvaGVIU1RRKG4eQ4nQLWTKpOQwuaM45adoytnVUZMRUcWoAk6OhbxCBGlWHGNKxtOGsZvUFqo4jeIlNVaHaQxstseZonXs4jYRwUFl0aSAJR4b/zCq1wNhDvBSfgBs/48QOn0dBELyO320LwA8PsyWWllooxmbQnsqucnp4ByzAOevuNFaJlnGYuzyemy6ierS32RJZGy/oc1Uztyamxv27Mk2ecZ4ZpJAwDGEdODUxBBJ5eTuy5sbxnSgHJIFsiGM9pPuHDwPW6wPaVc2i4ecKPHrF/HXmY8zhooHauNFE04tN55uV8IVgdj+eUFLC+J1Ku/XDR6cm2JZaYiE1zM7Vo1l4YpI/1VGCjUANVbCrWx3S35bfRq67sdLJjjTyEGLUfcDrOgyOo+DC3W2M6LFwPSB3hHkCGvmvkqE9drtSOf37TqsSkavrdACWQcyKXPh4VveinnDtJTLstmrClxhYTMVdEhMEbBmc5jY7T5AhOu56t20ess12XYh7jZcXV6XMVY3DGUrpHsjYtDg9bSG2kmimYLnzRoGa8ej2lqsy01drjzxTGfiiXS+nRVtZirHlEbB2vkUaheYLXv5xziDGUkvV1P0pTvzCLM4+iFFzoqmdRqk49MHw6htbXXDrMXt+j2gqtT/ecrTTXL+NWpT75oIzl2rvHPvJFi2FpKNbUCM06ZeFi+1679MG36czc7s8t6gttBpyohuPIaW2H0OkYx/65aSVPTx+YrCMYw7NL2J8SOa40DKdzwOyF230nV/UElSzMk+VXv/7IMJ1wwbJe79xuK1WE8TTQqgdbcVH49PWVJpYlqXk+IRg8/alRYtT9aIGIQ5wheCG4QW9cGM6niclaWtvZY6PainWeWoQtq+rJWx2ziAE/FFKCPSqo2NmGQXmY1ahUOdfYLRRAVaVcsoZ//cMn/vPff0crO1+/vmOdZx4ty+vOFuH9uuCMZQgeYWbqaeHDUPjDTwtve+S7DxfmwbNukcvTRCWxrXTQsx4842DJaaPUxLpEUkxct41lTZhpoFYhbpUqjSVe8cDzeebpwzOn8wVnB06DoybFu5WsgcklJpxUXAZbPNIMp48TtQpb21UB60QZjj0IWGwjmKDdQavYVnk+Wc6TY54GpvNEq6Lgg4QmqFShZYUbWGtx88w8BYZxpBZDywkzjLy+39TaY63SUtBsTVokN0GMBvQ2q2kQLQtQcL5yuky4IXC/3XUt1b+Q4i0pq3y+FgFTKa2TPXJDakVahqZhtrlWyh5x3iBGu0p73F5N33tIQ1okDCOzTGyfHc4kptEQTg75BaPzX9LDdhO/iCg4vhmGEJiGgMdQUmRbNrZ9Z41Z/XGpUrNKGUvvvtZcqJSHyEU7JeWN2mOfWCpVjh2j+Zl4p9/whZ8lhRxJGbq7K31nZbpgqJRvY1grBiu2D2r7ThLtgpzpOY18G7mKfNsbHj/deqdaSz9MjbCXwrLvSP+sGGvZl8i+647dOz1HjDSWPWmSRxUFr3vLNHguJ884WhqVlAr7XsAIQQTrLWHwOLGkPVGq4uFK6e3uo3M2eOXaPYQ7KgQ2WKMQcjEWmnQVsvR/75eB2qgpUZvBNospYE3rAHUIxqrf0xj1cXZ1b3Ae7zTSTi8+QjR9z9i+vcbWqnBL+Pad88704q6j45bpYp6HiqbbtDSHUiHuKiT1xiKOxyWpcnBdM1S9aEu3gLSWqToa0OBt6Irr4REMLSqdVlhF34IbBGmCyRaiem8fXDwOxbVBRD210v7MgmmqwduZyySEzz/x5Z/fuK93ckmcZsdyT1x3EOsosfLr5wvee/7bf/1fsRTythNjZBoG0vlFqSDGsux3Xj9vDGEilcx5FkoR4p5ZUyQW/UDHou1xonE5d0B7hSXuOC/87Ydn7dy2xOd7pUjDZKht6R8ITT+ozZH2nVgKOWm3Gbrh12BZ4kbO4MThR2HZMsFrQktNFh8s133n4s7clsr//S+fuVwuTERuP12R4Ylmdl4uI0+z49P7G08vZz786sR//+9fsbYRm0VM4/X9Ck8zH14GRlfxxnKaLK3cAUsYAlvaKLtQYmKNmWVt7Dmw50IohvuysyYN+53PE88vJ05uoBWLaZV5igxGTbjOC7FZnAzY+cQ0BKygsmwEiqOUCMbivOdyFi6XA5WVocHz5cIQBoYwqqHZqH/SiMG5xjg4uJxY1szoAuenZ0pJSM2E4HT8lCPWGq77ovD0KtRUmacBFwZqqZR619T31vjuN08MvrGlne3tnT1W4prwkpkuA7U5tiVj7YkQBlrJensMowKbu1K3pYyj4Z4n7teN99/fGWzl/HwinGfC+YQdBu5rZf3DrVM/BqzzlLIrXzgq1st0SEba75S6Y6rDuCfaXv9H6tV/+GNZo+7bXGD0A+fzjBdLTZlshRwjt3Xj/XZn2bZHqkWsP4vf8o7zGGhNlC+bC4WkCEVESS+14Eynq6hhU0UsXfzykKN0ik+px14JmhgwPckkVw7qjRPTR3N9H4noiLyqr9R2dWRDesJJL5q9UOdyANx739O05Koa17Llxm3RTNScK+s1aYfYhFMIjEFFS7nB7S2Riu7x50Hj9y5zYHDCvu1seyKlgncD0zBwOg3Mp4CzqkyXAuIa1qnHUYwKU5S8xMNm0Rq0ovPCMDhCUL+q7QWz1r6v7SsRfa0zQufm1oKzPMalzhts7zC9d3jnCD3D0zkdqx5hgbVBWXPfTQpGDvuP7jMFeeSFeqOF1Bj1apcC2eve9/DiWqNtkJGedtJ/pzV9zFwytSZiKaS4U1JUUVMfbaekDFqMUoIsRsWb3lNLJMetAwyOT0fDe9/HzB4jgZQTLerFz/RaJMZQ0WlXiRFaeUwo/r3HLxbMtG/85rf/yO39n5hXVYCt2844TWzbQrCG0cCaDdPkybnxN3/zPe+vXzENrtc7r+93pHthbss7wVmWJfLp9ca6NZaU2UrFmW/RNU4gF9Oz0zyXF82ljOtOrcLTaSTvka+v104ZEWLR28fggiZRZCVMlNRY86Zf+KZWFThut5W4J2JBFW6DYd8jpr/gUuj+L91beD/i3YjUCA1iEcSdWPeVYazsa+X3n95g8MR158ffZ86ngd//9IlPV8WBXYYJaz3zMOAt2k3WzL7vzOcT7/e1Z8AZ1r1jwKQhkhkHxxoTWMPkNVh5GIX1dmNJN/atYVvh+WXkafZILpzOs74eMerBkT3TEDDoa5HSQq0dQTV4xuA7vb+C8Rhj+fh05nw5I6Kp9ClnIOotEgXZe2nMg2dwKsMvgsZuWQUFpKxZfCUmxAb2TXPnwmQZgv6MqQaL6D6Vih8suQmpCdVIZ/1CyhVbEuPkEFe53a+sN+2kg3N89/33PH//jBhPaZmUdoZ+e7SDA2mkCmXLFNmwhQfHtGDJsSL7ouCHwSF+pDX9fJdcqaK7lbgX2vuK8X/6C/aX9Nj2XTmvxuJtwIrV8WBMNAqtj+DEGKzX79sWI0vclanapBvs1SY0ecvghFyE0seAwRgtib3b1GlXtxFUHacdXs1aDyl/71Jr31VZwxqjjgs7S5ZGh2nSRWs8/ntv9az4lhdJF7K0h9blGAf/fEcl0v/WPYjLXrFJFaCpJ1Y457qIRy/xmqCiz8d3i4agdJ6WNTM0J/2czqeRaQgMofs7+3iZI+fT6JSrifJ6a1ZSjsITtPuu/bX6Zr9AOyFxeuEQ6VB9HUfmPZGr/n8YEao7xqlQi0GcajaC70XTW5wzypbtO8rW96vea3mwRgVBzhqcOUbiti+XwZLVldLtGqb/jC2tY/Wq9npdVFNpGuxsHK1FnShUFRimLVFiouaogwmxlKpd9vFZEZPBecQYMpXWVwmPsXNvloxVFazD0poGmKvFpPSG3iBWaM105GNBav7zC2bwE4NpvMdMjTrCSNnyMo2Ia5S04a/CZhLP5yf+8R//kcEUbveVLz9+4rZm6ujxBcbJsO+Nf/ndV96uO3uFNerYLlelbqQqONOoovdQMbrwnaQRl4U9VqwxLItKstcCW6pMQd9AZ6yODlPV/MJmWUulFOn+K/2gq1JNc/5SEcQ1xkmIe6LWxjRYcmkPGkXKRccVpvL562dmKwyDwQ4jX96uuClgbOHL6509GuYQyAk+nCfWuvPlvpMKzGHAWeF5DjwFobVMWhUntsRCrrvmNbpAjpFYorIWW2GeR8BQ1g1TKs0UnDWs90zaqyKyrIXqSNUznD9CKexxJ68brVSwaK6hXQjGYLznvS2M46S33TAwjKMG01r9QnvneXk6YY1VM7e0bwt+I9SiJmsbFLdHLeR91f2JUbB1mBTAnraoH3axWAfGOs2ts4atNbzxDK7hT571/o4Tixk9qVXWL++0mvGjR1Xnmmv36fMbca2UWJFSGZ4vtFZZ7iu1rdRWKHEjbjd8mNScHgLG6V6lRF1WWuuQMUAY2LZGum60vGBcYxgHxvmZJoEUM/saCbYxeoMfAsb+ddhKSlax0xbVVzoMZ+XAiu7IclLGqR5sqlpMJXHfNfKu9Y4zxcwWS1e/dstHU3oOreEPpaUIVbT7tl0xK10ZepBFdeSqKkrVYB9cVx0jHgftY+T4s71UqXzbfXV83lEMTf+biBBTH7E9tBw64ju0kLrTFG5rglYVdIIGDHurI036SkKFRd3LaASDXqL2qp7nVutDAe68WkJ0TNjDnLtynKZ+Tjcc6Sj1oVEx0s8qqyNWVXT2KeLjEqDqej3QjpZUrTI5K3HJmPptT5yFalWEpGNV7cxVNNRvGY89r3pcbfdvuocYyPYsSnkUR2rFFL7tVY2hNUM1YEy3xlA5lLy6dwbTVM2VayXXTGuqwE0x6sg6Zaw5mL2NhunB2qpuHULf0xrVmDij9ha8xwSNQDNGA6dzrkDRUWzJCsUoFlMKpngN8I6FnFN3BvyZBfNXH7/n6/YjE2oovt7euC8730lgcI13bnrYuEDOmcsEL/MzoS2cn1+I5so1ZkpNvN2vpNR4S/CeG4il2kbqY4VqwTodgVhjoOmewllhjxVBb5qVSsqFvRfZQ103DI6SC2suGOdwA3pja5XWBQTBOWpPBt8yPe/NMPpKLYZUVAlXpOmYuSic3RpFLv309SsmZX79ckKkcb1txNY4TY6vr6/sMYN4JCf8ZLlvC6/bghjP0yycg45tfvubJ1q8k3KlGs2WbE1veadxxPRdwJ5g25Pu4CRrIG7WL4reEg3OGIpt3RCsPMwxOCYvtC6rrqOSLxChUbSbDgFrgyKk/IAfHcEFvNXRsXOqNhzHiUJlW1e9wfmgh4rVsUYzqtKb5gFrLCUm/fLV1ndBmnhiOjcTGgWwrjJMvgfAGsYhsOeEbbrrqEVoWWgmk/ZI2XYG26glkZIqaWPaMePAfJmwTRFrPjhSyeyv73q6GqPoP6uHgRmEhhrxrVEYhrcN6yt2OlFMINZMNU4hB6UobzhHTHD4wTPMmlqinYHgwp+Wof8lPVKuDINud6wxXJ6fqPdrx6y1/vnoIcBVMzG9tYwhsMS9Tx16N1TKY3XiD/VkHxPWkjH5EK3oLq51O4VaKbQYQEfUZVWrW6sFVuExqqzV8Snd6C7d89g6p1Z6iggPy4nvasfajt0lIEfROrrMIyPxSDrR33vbMqZVvIHB8C30ugq5Pz8KGnLdVzq1aOeXWkN6Eoix2rVt+w6t4Yyl6mBDkzyqNrrGGaSp4EwQjLPYpt/RUmr3IepIM2C/XSaq6XhAwVTlsuoFx4DpMHnRInYIneoxoqZ34K09/uLxz2/qUGME4x3G6ujW+6NomodQsAFd6qxFse+rW5POQWjdg2uw9si77BzdVmndlpiKIWdVJMc9EvdETgdIpUIXQh3+XWsgRU07Cs4SnEU8mCZKc6sG6cKd1mPdWtEsTL1TVYwpiK2ILeRqNN4rq+L9l+ZFv1gw37fPtPaF31ZDscK+7JxeXricZr788c5yK1Qsz+cLwzyy58jp5AllwH7/BAbabeN+v+oitRkuoxLmlxiJUSNy1qKhq4gyJp4vE85oq+xxXGOGrCbggu4nCtr2nydLSgXKTq4wBcXApdworUAPbTU+9BtQx6JV8FYz1yo7VINzBaGRsxao2uRYpxBToqXKZAxbrewts9xWni8X1vuV19c7RRrnoRHsTpEB0+C+Zi7BEwYl6v/wMjEM8L5XUoVlidyvG34UfvXbZ+bxxPXtRswNsR4/NtJdxQfeNsbTiLeGEjdqFFoBixak+TwzDh5jKl8+fcVZizM9EIEEKHpKRNNa0pJ4vswE1zCtUXMk4XBGgcbDEBiHCes8PjSM0/iffI96K60FZxXU7Y2SfpJ4vbnXgvc6hpKq/EZx4OaBLTWcyQTnoGrU0uA0cSYOjSIWt64aK3aPpDVipVJzpFjDMF+o4ihxw5tKNTs+eBqGdd2g6SjGOot3AWscWMhVb6xxz/gg2NHSbCGmHSkwhKD+wqpiJzs4HAYXBj0Eg1Voe3WIOGpq7Fsll/j/X63+Ah4ZQ0y9m7CCdR7pO7vSlailZATlk7aqEXyTt4Bjz92PKA2H0SlMBwcIYLpJvpRMVhJBD3A+/gQ6Wj12jAKkUkndDnL4L9U60g30XRRkpHVhkHahx+8tHc3WWu9QVcXzzY8nHQ3XL2rtUTi+7TdplVYTJev+yxtD86rcLbWj0oyOI2utTIOCTo6O23TfLuhFQIw+x+W6wlkYh+GB0jv+rCV1OlJtHRko+P7nS1HRfFosu0DKQ21avKz09BMjauey5nEhCAgiiVbVT2ulj1SNfXgs6dO2dhRLtBN/eEV1Vo21CgLwTv9yvkMKjKpJW2s0U6CvrRAVfrUGNSnr97DMpAIlieZ6tgpVcA189+iuPckmJ13fpKRkH3IfhfdoMEEvTjmr77X2DFWnPVa/sGliivxcOFW1gZLclKlrwNRK69CIEiOtJIrTn/1Tj18smGu9MdXAk5z58vUPvL5u/Pbv/obtdufL68Kelc03TRP/8Pe/xU8OZ2BfosrXY8KWjLeePTZut43rsrC1hg2BkjKlNYLzZOMRSSCOFC2JTCuF2BoSLMaiGDNU/RikMUwDtjaqWNaUwFhVY1WNvsol0wpqZBev+5m+RxBjGJzB2EbJYB4CAd2/xJqxxmt3UlShZYwhFdhT4Xq946zDBcOPn1b2XfDG83IeaDUzhZF1XXl9S3z/HAje8vwy8sMPZ7b7ztvXhdua2deMs44ggcvlzHZVWo0fDH6rrKXgrUaQhXGiuELLRUNOs87snQ9Y1xg8TF5PqTSM/YNhFc4ed6AQktVkdgEjjjQWWtmZJkeYNMl9GBRxN06B4UDXGUvDEGPGWIOXrqpzo46tpBKGgPEWqRUrFYPiw5wzWCxF1INVWw8ulkZOGpfmjcE1zT9dS+V+MxgvSBVaLsQ10dLGNDtKTZQMcamsn74SJhUuSKsIGj03+ID3HlzBB8f55SO1GfY96fvvDVYa+7YTV73ln5ohZcN+j9S8g6hZfd82zpfK0BrGOyhJx/DjTI2180z/8h8SJtb9/sBA7ilStkTKSbMEsT2iq0Ep5BipLSm0ou/vaqtY2whWhVCt6YiOVrXLQmH7JfdYrL57U+lOr6xdHaoHYX2MToFHB2l6VyryLaYqN1WRH2PX1jRZRw9rtBgfc9s+pjwOcqi9i/o22tVfgvar0silq3Vt64b2xtA9gsbqBMhjEWkcWPHWlbm1E2kqQnoA41UtW0qh9Q6s0uOySiMmxfhZb2im9v1oIWbF9WlCi07R/Gi7AvjgpdqHkMd3wQ5NC4eTRm3aZUnvcL3z6pn0Tu0dhzpZ5NExmgfJXEe9Pvgem+W6BcR0cY9F7FEwDeL0zMT8LKzZ9iBqfeMxSUiHTahUIKsrwah+4qDu1a7GTk2U74qe16V132T/CMUqjD1xxlqDd1rk5ZgmcFzieMS3tQKCXvjsMcrun4Xal+J66fozR7KZjd9+/18o//qZ29tGEcvJWt6yEEsljBbT4Olp4nQaeB7O2Br5ckt8eYtc08Z62/unciSyEKvhfV+RqIW05UoxhUrmEiwN9cAVGs64rliMau3YItWADzNT0NsKtuIa5N3gbcC5QsmGbdsfLb90z1g5AkNrY3Cux2Jp4VAqRfeCyZFGn7r/yzxm/JjW6USGy8nzxx+/su0Jax2jEyYLxTtohc9vG6UdLEXPaRzYt8znL6/sOVNLYxxGPn584nJSvFtwILNlXRO1JhU1GOF0nsBa7m+bpk54jzWNlDIF8LXRisEZ5YUOw0WLltXbslhDSSs5abadMxUT+k5DdG/ivGUcHPPo+00W8hYZxoBYDZgmF4IxYB3OecZxIAQLTcOUvSh+ypApcVUpubd6sBodvThbwHlyjoTBaUJB7UG43pJW3TWnFInbxnZfWZekKQemUdydlCxxVQ9eM4UcGwYVprmgMyktZKWnG2QEjzivuL8Y2VIl7eoHs95Tvq6UCvt9p+WNcbY4b0nV8fZ+R653/GA5DR5rK+ESqEh3Zv/lP6b5xG3fMEbH5Ro6kIgpIymrf7BVVWtmHZWmrIIc0Y8+e1EwOin3PWXD0Sk+tTxUqKYfnoJo1uxxIFbd74HuRbWpOfycersXo4CAowOqHAdaJ9IY9S9qV4x6EaEf1scgso8e+3M/RpL6K+UxmqX/70rT56jNVcU17XwLgNF9o+4mHa1V/fOJoSCqvs+a4HKQevZcCF46HUsvGwi6B21KSspZSUfStQGlVHJqepnoXbCKcIAqWFGxTgheXwsqpjUOCz9oKLZ1tvsx22P8HpxjHAJjCLi+X/63xfIboPy4wDhndG/56FC//bz0PaYc1pTujW3dN1qDCuM4XuGtq22N6eNWFfK4WvHeKYc6qDq92UoRIbZKbsrVLa09zhDEUIunGYPJ6ngYa++KnXsodn8uLiv1KKg9WavWbiPRfW6rjlb0Myy/kG/7iwXz48sPXER4/eMX3l6vZApSK9u24QxEKkY803hS8U7cqCVyu71hQsNWwYXA7bogZmcOnnJxVO94u28scec0Dt1YavlyV7Xe7BvDYBm80ZicTfdiQxipaG5cyUnZjqZocPMQcCLse2aJBW8Do3eqtjQ6H3fO875GvHHMwQNFRQgiFFspSZW1laxf3q5k00GNKqowmmaBOH7/9aZqTwPejzyPhjkIS8283Vf2UjFWA2enOVBi5qfXqOitXdMFvvvNhefnCdecHmQCcY3sa8RYwzgY3NljgvD1dWFdM2EwjLPeNEvVqK0hOMI04kZRZmO/JZkOtw7WkIvlnhsxFfYWsQmcQNKsLqbzrIkLrVJSpFXNr9tjpm4FxFNr1S9lcNANAkMImmAQnO6Dtl3Hc9YjrWCMpTTBiX6Iq28EP1Lx0AolZZo0QCcAwRn8NHB9u7Fsix7srZKKUBcwNbHHSE6NECxl08gybwzUmeY5pQAAIABJREFURjDQuugrZcBkxm3DBYMxgdKEGPv4zemX1YeRvfv9YhHWt428ZZ4+zJxePoAMbLGwrIntfWFaHfO6Kr7Q/3WAC6YhEKcTZb9pQSuKmUwxKwIyC7TygBfobpGec6mdQEBIrZJzY08q6LBGcOhHLjcFp1uxj4umRRWltQnp6MSaKihbp6w/CllDPye9wqoASMeSIkcnchQ8/TPZPo4sh0r2ZwKW8rNu8hvxh0c3cZTM9iitPf6rVlItpFIoxVK7xqWJPCg8VXQnmXOPDrT6fYxZYSHj4JU6RCUVvXyrfaI+VJ/KcFfhlTIC+iVEGSSPyL3BB7WojAPeWVrOOGm0EpWo01+DcXDYbqOgq2UHb5nGgXkMjMHju5/TWdczKg+cXjfum2OUfaSdHN1oN/t35qztY1zrLP8vde+yJEeWpOl9qudiZu6BW2ZWtwyFwiGHG77/03DFBYXN6erKqgQQ4e5m56Zc6DEPjAwzZ6Q3U+UiqEQBgbi4mR1V/fW/aNSnBAVzshJ2wuU2w7gDQSuqjSbl+fMZMK5gpizbjUd3cs6wGVY+qiecBEVCRjTTNVIxjgFHc00ryPyedO67B8PatB+U51TuBbPP/ar/sqh0U49Qi//Ogvm/f/5PHP/X/8nX2yvfy876+aMLzG1gRD68fGRZVr+IuKH5vh/8+tsbQxppWfn5ywutG9++3/h6u9OisqyRX+IH/vb6iqpyWRJmQu8LrbfJUoNWncJuGonS6RitGq0fvkRW4XEYIg4FP/aDNjzfb0uZXot7IYowpmxFUC45kgSO1qhN0QhKQ2IkKdwONzzQ09uQMR9WhwtEldcpal6jOgyYlRQajyo8WqFPptuqyhaF/f6gGYgJR+1EC/zyywvrGrm93tiWhVY+s98KrXlBXi6BMKC3wv3eEJSUIuuqpOAWUlillsa6bKSl+W7ROo/7DTG4bAu1+H54YDyqUYqnJgQJzooNgZgzYxilFAKRKHNxbx6hRgyIRmxRRvHmI6bEmiM5+RS/rAvHmRKjgpx74zRnkN6xUdk0oItPrffXN0ZziUuvA3pjDQJi1FrpzXcZQ3FC19zZlu5M5sfe3JyZ5P62I7j/Jq6l1RAprVP3Sg6duCpDlSZKOQatFWJ0KnzCvVUlZNeFPr4xirGmSH65snbhcXS+/vk3Hr/def1247plLtfLf1fB+h/9UuD68TNvvzViXjATHvuD/fAQ9aAK9Gmf6KkhdRh7O8OgHXJNEtDkUXR9wq4d32EGmbKBp02aIDLmROTEmCcJxUeZH8wF5rQiHgRNmLITc06tTqmIry2FIE6uUZtQ7iQQcjr9jPdp0pGkiRCa+8oy72+bRRJ5T1fpk3W7F8+PVIQ4CUzqAm4vrNMbVybF5jRlH5MYZ9KprdBtOh3NZsFZpT5NuwxVEJtFKDjDNOIqgRgDL5eVLUdy0Cmt8XPJOtRJoDmL17okN3EYjtQs2bNic4zk7NyEENSJeKdf7TM55Py+zgLnH6NBn7pFee5CfYKU5+R52iHi8LGcTcmZ/BKm7KP656z+eWMMXqQksF0/cusR7QfWC70WR9rm9JxSQtNKJ/re2ZwUNfrMLe2nG5D4Hnj+f1HxlKaAdz6z6Rqn1+9ZvGeS0e+9/niH+W9/46jK8tPCx28vmCXu3w8etaF5Y8uJX758opXK92/f+HJJxGhcPr3w2Bu//XbjL3+9UbthSYk5c7/dWFC2NfEzG0fzcNUYhBwES77Pons23MuSeWuFWv1GcXjHu4I6mU85R+7lAYjfVClQjoM+jKTRrZgY7HWwLm53t5fG/TG4XJNHWKHkzGS6Bh/XmXemDFSGi6RTBhVe90HEqLWTCWhokAaPopgFrBaWpBiR270iOU1Hi0rK8OlyRSP857/8laQLKSZ6b04X90tJyOo3QR1IzmxrJMbBsT/4dj8orbF312mO0J2wIwlrxmW7sOZMSLhmyQISByFXxugsiyfeWymEnJwYY2P6Qer82f0+SCHQz1SBpMTtQgoeOuwp8U7tp3cnGX24QusuMg+eYuCQyqCHGb+TI7VVJES30dPgkIgnyXpnHBeKdjQ0hgzqEBAlWOYwobRKG4J1JYRI1ojGC3eJpF659sHLmojLC0v0fFesIwq1NvdHrY024KiDj9cXJAjXa0DjZ+6/GqUevH3fuWomLolPHzIiv3B/faO+vlKPStV/DNJPUOGSV6x/JuaFGAMaM9TDJ7sYGR2O0bwQInQzOspeikOtcu4szRnOKp52Y/ZMx9ApPZJZZIcZZbhjTuvv2YleoN8zM12/J0+5AMN3V+cUGOTUJo5JtvF8zdE7Z44j59d9gpT+P6L6/JPxw3703Gfa/Fg516zmKSZHc8nXGMY6CSoj+hNyknIER6Zs2gSK2CyWxl4LvTffBUY38XCpyLkFBVBOe7bTj9VXcmHKvRKXNbo13/AoQhfYv8OMIgGNkRDTzM30pJUUPHIwBSfspOQB0J7W4eVMfCR8GtOL+M4yL8uEY8+95czR1ZN1rM/J/5l2IidjlyeZCLzQnR6604wYZnPl0hOfWgkJwuoEHhkMq8icHKMKSSFmpUuilzHzP53QV0rnEQsmkQhITO5JfE6eUyajwaFn322eMipvFPz9//0dyx8WzP/nX/5f/pQG+l34+cMn+mF8vdzJ90htg//pf/5fsXvBxo0U4fut8LjfaGUn6UI1uB/QFb5+f6MPwSTy7XXnz98e/HIRVCMaE7Uat3ogfQdNiHTWJXDvRiu+Y6gY66pIN/52K4xmXC6RoQ2V7HlyBN4ehS0GXhZ1i68yHBZdlFYGt1oxMZYsbh/XFSXyaO6CkmPlKE7PPg2EMXENYnmjPDIDd9T4smY+fUiEZhwjEjchEZFb5/rRL8zeIy8vidttZ4xBzpFHafzlW+VRdy6h8bJkfvri024/Co97p781h8Nax7TQg/H4Vtlr5JgC8t7d0OCogjzclCBvidEeLGskxYWeKlYOwoBo1RuNN+OojY9/+sinlxc+fbgQ8+krOwjRrwshEKKnffguqRJDdwZuynOnFKarSCZG3ExZ3F4srcntxmwQYmZU7y5bH9TjYFmurrsqjVIK9ThorfAf/8N/4J9+/me+3g7+/Ou/0X/9jbrCbRd++/5GP+5kHfzyH/4X1usXSoO//Pnf+Mvf7rRrwrKxBbhuxa0RQ2S/G0c7OO6NFOD6snD9cEXiRu8eKmwVbP/OdlmQDwv7a+f7txvf33aHJJfMcn3h5RKx62fGNGP4R3i9fftKWg9CXN2ooRfWZSWnTAqAdW5vhcfolAZHcTmZ4AHApXceZYAYyymrMKNOqRbqjimjd98rRp0WcG7mX7tLQbDGkNPD1MusJ43w3DG5vtGn3CE4o3r6zQ7rqCo5OfegTCg9zJDpOUYwZLImzRNzwO0BfarQ5+RjXi/mFuOdODJM2It/D0sMbFFn0LRMsf8ZueXs2Xp4oxCDMgS+ve48gkf3XS/MDNtIDIGuHvYQ5i7QmcNz2plFEzP3M1ZnL3fn0Pkkqm4XmTQQYyAtmbxkXtbVm9Y4iYLzV5xZpHFJ5G2FSb7pzZuPEAIhecGNyWUk24erm1vM/eY7EnCSnCbypnE67DCn+7MR8WKm6uhTyplaK/I4fDiYn8vf9kCMK90SrR/04UTDtKzIsqBTfmPBHbyu2VhyYlVl0U7WQYwTNiYgktCUickbmZNRLNPMHuwpCTIcQrYx3j2Kf+f1hwXzX379F7786QtJM7fjG8ejY10p5UDyhcvlBeyVUYXHfSevgZyVj+HK4175uMWnm0NgZYjy/Xb3YGgZHM0dL479YEmRpNNHthkjRmo1z2yLSh3uolGOmWRunUtObCnyttf5UCt9NPfGFGFvO6X7Q5gi7PWgVocSUgzU7hCRiGLDs+5EoVQQazTzLtd1ZD6dGFBHc2FvFE/fENA1EhclCUQRlstK3Qcx+/Sz28F937kuK7UqpTbupWAK67aQYqZZ5VH9Zjm6a43G6JRiLm8JhhERa0Q6BKalVYQWSWvgp89X1suCvd1Yoj8IYkIfdzQF0nrhU16IMdMeBy8X5dPLhXVx8X1QNxRIKREXT/tISZHgh8tg7qaMqTubobPih6PKgNGdTSr2dJYJwZ1JPN8vECYhIjaPhGp65vANYpyQkxRK7+T1Qr5AZDDqgzIM7c13069/JWyZD59+4rF/4vjuuXoaA82U19tB7YWXnz8gIU3TBQ/3LfsgL0Zcp01W8um+l06934gEtiWiYWHESOuDZgF72wnRXYP6GIzyj8H6ub3dyW7gREgL+2i0vVBqJaoQA9Teqa3OvQ+uwS3+vhjDkQQT2vRAHT9Man0467ObkzRCB9PpVKW+GhGE1pXWO73ZXE9OKzemD8xQ6nR1QoQ4HVxCEGpt/n2InqAawDPN4tQDvg+cPl3IlH0gTBa9F28X0k8Lv3H+G/81OKuoUJv4xBuEbUJ2mnUaJ3iB7HG4Oxi+q+9DqGbE5o1HbB1Jc648JSE43CtDCUOebFVBTqaS7/3P6Q8vfM8cyhP3HB16JehGzp78k4MX9BQ9TDmmQFwyYZKGkDHRSd9jxhidNDOt+oQ5DE4jd53hDmPKMVDmZHjWSfOf/SQq/bAXFp3G/HUy5cc7uzxqYKRAwvMwXQpnVAWb5jH6RBScBLnpYIv41C8u+XFby4QmD0TQmJDgLmdjuF95B8LwgG+dCIeD245SBOZ7+juvPw6QjoOogdtesNb59v0bQReIievnDwjC415o1tColKb87S9vvGxGrwf74zsqF4YNHqVQ+2BZBhddaK0TL1dEYC+NJcfp9RqwLnQapXW3dRvzTlajtIZJ58O6kBD20tjr4OMlc9Tu7hhWuVUPjFUSS1KGFUp1F4esAcW8OFucUJMXi1Jd2sLcu4xJmRcbIM7esmEEJkXchFILfU0EVmQILMp+ayiQ1ANRf/3bzXeYarRh3I+DvR5clsC2BNbVeN3fqL3QRiOqUkeYFn8AdQZhJ1ISNCaCddKiBIlsOfPl4wc+v1yQ3jmkc79/o3z/xpBAtM6HTy98+PTCtmTonTKML59fcBfQQZqsV4d2xFMAlLlDcPgnhdm5hZMoEF0vGhUN0cXJdgrNXXwuGqcpSHe7KvEF/IjBG5Wc0BgZk7bcSqc/4DhmCskIaLhiWul2kNcr1jvYjvaD4/VvlNFZlsz1pw+sY/euXz1rUYpwHR5OrSrEWAka2LYLMWZijDQLlOOGJqN2TzyIMbiBuApffnqhGH4PPR4+YcRACgtN/zEmzK+3g9xgWQcvHwK9N+57pbXydJcZ5sYf1lx+M4YnB/Uxm4nBDAx2jaJDkHNXpeK4qjmoJeZB4H1+HhH/t2agw4ukE4eYO0VFOjTpfsirx3jp3K+e+ymZ4O+Jt6p4/JT/me+/O9P8e5L2TkLZWazc0OU84J3ME87J4rmPmML/4exWM9chu6/tO4x7wqKq4smo58Q6CYWtuYQkhOZEl+be2cb0NBUhdHvKJs6CaTLtA+d7eU56OSfWJbEkNx6RqbcUEW63OyFeWTUS594yBiVmny5jdsjWhrvnaNKna49M04ExCVjnW3E6e50sWX1qQMZz9/vUy57SlEngesKzc5Qb5qkqZ7EMGlyKloQqgxyEJQhLgB7mjtkvI1GNHMy9oFNgjZDDhGuDvy9pyYSUkZimlGRMh6CpeR1GCC6NCtEtW8/d85hf549ef1gwt3VlJfFvt68cj0aQTKuD+20nfon89ttXAo231ztDjZ8/fuDlkrjfH+xlMMJKOxq9+6R2lM7rUVhjICUIpdDaoNRGPYQmYz4YXuevi3sdejKAs/GC9ClAr9z6gJGmUfjsaofScN9WFWVJCRuNas0pxChrzBx9dwf7wJyEmBT64M4S86ERc6f701ThdNiQE/8X4b4ffNoWSjECndHMSTFBQQ6O/YAepw7NqK3wqNVjtFbXCjarHA9n7fbh505OwnrJHOWg7BPOWQIimWoDUWNZE5d1JUdlCcL97RXpTpipxShdkRBoMcMO+V6xUgmjsaaMmKcR5G1lXVffswQnP/TefRK4V0JIxCUTo7JsCykuHiytguaM4FFnxEhrOCvOKYK+j5pkDDOwPp5RQyFHtHv8kYToE3WF0r2ZUc3UdnB77DweB725zEXzz1AedCkwIlKN9RpZh7A1YY3zIAlMA/iAik/hI6ibINDpoxF6QeKKlUFQcxi7Nze4aJVy7JTHjQ///IXLywuPehBScDlOMHT5xwjE7Dg6EtsBvZBj5q/N8zF7Lz6lTGitD6i9MU3FvBhOBmppPv1F9QSN1jtGZ4nJp4QZ8WV2avHe5RztJO3M1/l7FZ9VzAYdT/hQFcymgL/jjavIzGr0Aql4LuZ50PkebZYydR2gQ3/TlFtmMRdcJ4MXYMWJgadW9PwWxU5XIJ5+t0WEmGQyfd8LK+IF3saU3pxM3eEFU7S79R1AdwKiG4ODTRs8OCFZfIqfbgs2ka4YfJeXg9uIRtG5FvFCm5aFy2Vhu7hKIJ6JQTmRluTuXP0HNrFMWNQ6g4FKwMu+TGtLfZ515zSvGkjZz/QxF8Ayp/RTbgI/FE2xeV+9WxyK8G6zJ+5cFEYlCmQ11mkcnOAJ0acAOcCWlGv29yDoIKpPz3lZ0JwhRDoeXuHrdv9Bh4H087r06XxxkrV8mBrncPY7rz8smDFtjGFcXlbyIqjc+HbbSVvm03ZhScbt+yspKo82+Pb9uwuM+6AL9OpFjDBYs2PkrzVxe6vUW+NlzQS80rfRKbWTgz4ttkIU7ziPTp3EnXutqLlfYYhKM58EGG5EMMxF7SllNx2ggCrSIxHhugZoBhYZVGKYPo4EjzHyp3bS1ye8IO9DuswOTNQf8tr8Jtu70R+Nl+wPWYqN0l2IezsKgnBd/EYsx4OchGXxfM82Br9+feW6XogSoXVaK5gZ+8MofTgU2gc5GUkajtN3LjFwTUJe/Qbe7437W+Gffr7w85cXJGQqge2ysWYljIJYIWnmZd1mmroSUgAVhnq37sXSD87teiEtKyll10xtK0Gi3+RB0Zjmg9Bc3N7dWUlD9odkdEz8MPJgWcOqP1wpZWcwMxj3g+NxcNwLSY2Xl5USEvytINyIMlAb1KO67+3Hj0R4GnTHcrBK59MlEbTTDpupLMGvJcZyXaEPjrvHCEkTxuF5oGHa9y3Lwn4ote70ce6KhfKvv2LxK9hKoJOn+XbKf/gY/d28tkXd6ajs3N4Cy+UDKp2YAoTMcRy0bpNwoogmbFQwN5oIE5pD/L4Yk7iSonLUzlEqUWQe3k7YcatLF90729WLjBsk8NwhyRz83rWSRmvz9xOsBd+PhyfZZTr7PM83b5xP72xP37A5vupzEoZ33aXDiF5IneULJxoK76Qhh2d9NVO0k4fSh0/EvQ9UzQmJs7q6ntuB7NbBynTAiZCiEmXKcZJOnTATMT7HdUPUd2rOAg/Tseh0PXIiYtCT0OLv4WVzcuC6JnKKczoPxBQ9zUPUw5tnkXsPUXbIVUPwPWZMxJhh7nmZU5rOouhMYSGic2eMXyPlyZo92xibBcpm4T8JV+HUzog+/W+DDDelmcLfZP5fxa0al6is2c/SJ0EqqqNU2TkX3fxMHb1PT980GdOzQdJJULLTzvHdP9ZNav6dBfPTp1+w1ztTfuMmuKNjIfI4dlZV7vuD++2gAYcqazL+9rrTKGhV7jZc1BuFXoxLDrz8kvn2enC6b4gobXRiSuSk6BA0Lqj4wZmD0XugtIbgOiNnsQq1dZYsxJjo7WCIj+aldtaUiGJezLq/2WN41+r5mF40mca/JtNTUYwgaUKyNmOD5vLYn8T5NPk+IhC47Yd3SkP5kJNbfulwCJsGNFLM7PfqOXBJ6TQeR/MCA7ys15kYL9CFWj0JJEqk4tj/bS8sYU7GHR5vB0E6XSJqEGPi+vHCsVdG/c6SE/nlinRBisNwoxfidaF2j9fSABYEkhK3hSBCqwWrAEq+bKScvZvPnusn5geMBg9pNoSye4VVcWuyVtuE1cZz2nwOFzMuK4RApXteZ6tMxStJvfu+hMx1y7xknUbvkfvNsFY5rBLm95WAFwKfF9fCqggjLE5HTwu6bAzwYOo2KI8Go1HCgL0ANz5//oSOgNsIeth4H1CPxhKVlDK9Kxah7R2C75Y1/P4D9vf0Cpx2bOLJJZI8bgrYsrKmjdvR2A83IfdC5jIsK+5Fa9LJ00vVFUwToYiRowwO7FkwzcydeObAIRiqDmu6rMSee6/z5XCfP2unhEvPBeOEY8dsaM3cWk/DmQs5IddpUC7nIhOXkZxsWLfP86/DU2ttz2Ll/+qd+vG065tnQ0coTdDCk/UdAgR5h/5sMElFvn+sw6gjPAX0muS5L3VdZ5h72ckJGO5zGmdmp/uxTgaquaTnlIKAQ8CCkaOQkzvfhOjM0P/CbAAn49k4f0pAAqKJEOOTSRtzRMJkII8xIXamVGU423QODZ7RqZxsUw0/TJl4UW61Uo+dXh3JCPIOR4/JiB5juP1nEiwryYTuMTQozmVZspvRbFueEhWXpgyZLkHdZSa9u91i0Ohkwx/MIFxSE53INFcI/ryfjdW/s2D+6bJS/u9fscnUrGNw+7bzT//b/0HOgf32lfvjzv3ovpRfF/71b7+xLsqtRx5N2ctOGzO+ZQgcwhiVNQUkZva3Qlbh4+ZRTqrC6INadjqD4jOiO89oQkcniFHmjmBJkRhs2rN5yPBRiz8IsgJG78eULwTfk06fwSSehXZOk2ifdO88H8jhxBoRusybZi7fXUvlCe/DhEdpBFVKzDxqo/RGTIlxFFIKXC4Ba57KEFJwB5HhYbP7XrkuEV38pl8106rvXYcM0uI+nscB23VDUd/x7wUJwsBh0LJ3+rGT8sIa9blf/ZTVRdQSuHz6OGN9DG2DJa2YDtKSWS4+RVofSIiENZFDJC4XzidGVSl7QUXIKQMDDQMNiVqiJzsANvyktGlHGGN0F5DOPCTnYTHdZWqtDPNIJQ3Ksm6MEMhSyRHWAEWNlyWQUEcFRifbwRaFD8vCx1W5Lj55y2hsObBeLmzXF2fJPg6odSaphBlk65ZZ1hrH4WiEjUGdcE7KC61BGxUdg7wt3PZOxF1qlmVh25Y/eoz+bl73oyASWHImxGnqkTKtFWqtLCnwkh3JeH1UahuUaaO4zripNg+kHF0C0pGnnV6KSu2T9DPm1BZ9qvQdkReTMfeHZ8HUOeGdZQs8dxIcbs1BpgGBvOOInDZ6XscAkHOymRPDOVHOMXH88F8RISA/mBlMDaa9T5fnV/J/Nj+ZOGpW20BoWAyM4DDvELDhpg61T30nDuX2Dto6DGcGL9kdkOYD4V7F8770pmBCwAbWz4nSJQ/CeBoDuCRU5tQXSHkapOvZQMyiKu8fIxpcAtN9WJGQXI4y10hugXeauE/TeYN5aCFi6AylDgohy5xeBcZ4L5gn+Wqak/RaGb1N1IeJyzpiMXD70RS8eQsjUoMn7Nj0A09JWLJbd27b4s8q0KbHsT/PTj6zYaQlualCCNO0vj+7pnPvGUKkioeBv8tjfv8Z+sOC2UvHLCJU7rc3ajOWly/YKOTwiaKZ9fKRKncE4WVLZHnhP//lK3X4fifGhbfvbwwrrNvFO9MDjkelyUEOiWaDthfUvFtwz9JBGRXDqH0Q9AARGkJW8OihQc4CDTQMSh3se6FYZ1smTCj+QMdsxJR47HWaGzgmr6JuRG3udNLnUltlYMG7ZTsxGpuMMGZXLN6tNRnQGjEm7odRSmWN0TMgtfN5vTqpaRTiojSUIYMQE3ttjGpsGW6vd67XFSWDBiS52L921xblnNBhxORswpADMYibCpvrsMZwJuwvP3+CLvRSUCr3r6+8tc7Llw/89NMXEuLNRna3j+WykbfFH9bR0WBcF4dmzAa1NIdFJuyBMKEifLdkjfWyIiyMmX0p+J5Sz85YnOqPREZvMIYTjmYg7oyVQaefbQ8RHs0LlQYi4n6u6m4yjME1T9Ri8dR7UWilYLWwrRfSsmBBqQZ7M0bduV4i63qhtYz1hi5+iHQL7LUhIVJrJ1hjvW4sv3zi9nrnKAd9f/Dh+pmxw5IdCUH/MSDZ29HZssN3lyVhEiBs7Dvc9gdv98Phx+EayzpF7I/qUKsyHW7MqM2IczKDWVTEC5z9gH2Gicb4eTXh+HO6nFOdqnjSxPw4L3Ry9vtOPps7saiTV+T1kBi9eWT+uQhzirMngxuROW2exXLChpzTrj1h0DNVBXgWXJ2sz7MuD/Mz6b2g6iQt+VnT+qB3w0m2jlL0bgzU97t2WtHpXO3YLEI8yYcnI7V3o9cZIKEghNkPyIS73S4vRtdbbmsiBJ2sZTd60LnfdKMCZ78OmaTIEEk5TzJQnMQe/8HGjHR7N+2xp0Wh6Hu0VloXgtjT2OCM/kPe4c7WGq066/9slPxC+DXprWGtkgNIDiRJ9KjTeGAa/gdfHcXozmQDRxhKaT+gFjwbIyY7W+a1bL1jvT9NZc7d8NMS8Mn4feJg/9XrD5/0A0hJuP16p1YBq+QPn/Hbt7JkIX/6yD/98olgg7fXbzy+FUr1lHaColb58Hnj6zf4diu8XFwfKSHQDjcEH2r0JrRayUuiiWEhALvrC00prdMwh8ZidIKODfYqDAn0ffdQ4NEIIZFjIiblOG5AZ0krMvPsokIIyY2lZ1fp9lJuQK3qvpAhRrfy6jIxfpkSDU8ZF3XrMKMR8S74cRRSHH5xB4TgJ0DWSJEDgu/ccgie/tCcqFSK0YZSrVNud3pRTCJdzZlj2fMk7dyzqLCLcrTOusA6o3h0FT5cVj5eAv3oxC0T80I94LE3d0YKyvZhZQ1O8FmvG/myEoJS7p7BKVPzVluh1QESPcMOT184d04pZYehuhdTMw9h1hgxdN69fjyKzX2zZMwSIg107h/jgvVXBCNN1mzXxGhGkM6SYI1CPwY6GhpVNjp/AAAgAElEQVQclvoQjTUaa4KcvDMmKTZcb2ZxoZpQ6s5oxXkeI6AhoQR6n3T1HFHxSVFE6Wr0o1L2A52BwYRAKY0tH6TkcLRIQOQfg/RTq7FGOJM9ghoSAjYSj/LgaPA4GqV4o+qDhUfkteoToajOnb47PwUxYnAbuVINJu0/hPP+Gc/91TAvIIY8O3mXfeiE8ed9ouIY41l1zaejGNRNTYQZkuymGm0WxyDeyA0xxjibW+YU6t+/f344g+Hp8ryXbcK+5/0KTBjTfvhcs7AzJ83pMhPn33ZzL9gTlv0vX+ckrU85zZP4cuLFeCPa5+54DCZD1vM5HbKOrDmzre4Nm5PLTPKSSDk572JKVGQ69Ojpr8o5kXsUnoZEXhcnBD3/3qtka/0pL7LJK+mtebYubmIRQmBZqxP4ZmC8p0K9T/6GPcOxPTR8vjETsu/DPMKvVncyypEelBFnzJnjzYSoTj5Dps+vZ52WmeGK8ExS8YKqjmacRJ5TL4Q3ha25dd6sv7ikabgn8u+8/rBglnGH4+ETWIqM+844BtuW+fbbK9EOvr/dsVH58rLydn/w129vmCRqvdGqEIMnfly2xNqUWnbuvU/yl3dPmowhnTF9FydJi0gkC+SgPI5Ba42jdmg2He29cxpxcD8aEqeYPmSWGGjWKMXIKRFM6K0g4innMq2oVAfHcAq3w4kTQprv7WjmU4/5hfA+YLjqZH6s4qbQrTtM0UbkdhgLgQ85MszYq1KqNzJR3VLsqAVhuPLHAm10Hg/jKBUdATUv+svmPrnaFMnqqfZDKKOCRax3Hm+PuQPOPOzB66jEkEiXBAO2deHz5xeW68Knj5k1B8SUmBbW6wZRqY8H5SjT4io8b3AR91s9sxJTXvyh7JVS3BNSVZDa56Hgnaem9O7ew3ALruBF18ShJxuN47hzv3+nl8ISwzMr8LzJPY3AoRptkWNKfAxji35/LAG2JRDzAgyCbgyNLmqvlce9MkrhsiX3HU4ZUqKUgVUPCFhfrr6XTQkhuYYu+i7ZhhOOzAya32uKQ3DDfv8B+3t67aWSxIuMcHe4Sv3nyCFRPF6E2oV9SrQmyuZ6SjOw4X7BePOTY3CWYocz1T4Ffy6a+TTxjKl6zmRM15V3xx+Z0xQYQcRlIfPA7X0WLlG3zGPmYc6p94yXOveQUcRRnBkHBWBjWuTJmYAyd6pz/BAx+ty3yJDnqGsTSXr62fIUtfj5NX1hxwhzonsOL/NryLP58E/uxJJaOnnaU4pM9v0kUjkr2O81mVNcntFaUT05ZcmJJSdSDnO6zCyrF7332jt9VVXmbrUzecX+XgZHmDwYOrzzDIb7t7biocs25V7G3Eu35kEWuM57PQ40KjF5sokTarzQ2ejznrFpsD9Z08/3z9x7d/eCGUSQ4PvcEYIbp/fu3XYQ+jRjb6Vi6ihj8wuAToj4tPFD49yzT4UD7xrXU/5i+PrI8cZpdNH/nQXzYzPuPRA18+1RqWxcXjZU4Ndvr7Re6bcbXStv31+pYmhe6G+FozeaLtxqpx5ljuGR1jroQu8Vk4HkhZwX5NgJS6a2Rqt3l5qclknq5tBBhKM5hUa0k0Nm9MbtaPzy8QWzQSkPWq38Vv2m/ni9clTXBl6XxF4aGePo5rBfG+QwIApjCM0GQmAVTyRx+NQtNoTkWZR93ojRmX/DBOsOARxtR0akRU84176gRbg/3lgvwnrNlNuOVSWHyHE0ulSKDP71N2MLiesWyDlg1R+qlBOqwnZ9QQeUAfv+4LoMJ9yIyz2Y+92onZ/++QPalPJWOcpgDx7C+uXT4vveODtdjLIXQkoEXbl+vjylHwwPXN1efiHKICZh3Rbi6qSqY58OGhoYZbDXNr09O6qDNUTyZQEJ9MP9IDUpmlbqnN56eVD3B9Iqy2XlfnsgOsjXjX5r1Md31lAJH4P7A2+KyIXaOqM0lkU9liw6KzAtC49hfP9+p+yvs9sVhjnUfzwebJeEysWZjVm5favo/eZar5BIw91voiyoGJc1QAjse+W4PxAbJFW22Pj8Tz9x/emXP3qM/m5eh3WOe+fX2862LO43qgGPYfNJptTiDEOxp7HItiSO4kYeQU/ynDtF3Y7i0hGMHNxScm/OipbgVpKJxFF8Ry3iRc1dclzMPux98mPM3d3cK5qdXq/qyR54XqUOLwRDDHSggjMtRXwSQWhdnkSPGOLcq9qMK5uwYXSIeWBzRzcnUt5JKwbPxuKJJM6P6+Nd32n4dK0nPDylX93GTCARD7l/FGJYuIbA9XIlzkjB1jqlVtrp6hP82U9L4rKm6e88LeLSTOlIgWX14hmjemiCOXNdJvmu9/psFDQE4rK6UcEscDG+M2jN5pRsHmSBTtOBCdUGNXSNhMkhwaAU9+xO0b2uQw6Moc596Y1efVCJaU6/fTLPW2Mvjdf7g7/+9TdHHG08G40T9pUQnqYYpRvH0TiOg5gDptHXKVMTPHqf9oqeJDOORpA+SVNu7+cGCNM0ftotnq5EIRj9D8SYfywraYNRB/VoSOxui7ZsWG+8LPDn7wdvFaQPRjsIKRJ1WtwFpTT3c12viVrgKBVCpNTGyyXw6+vNCePNGHaQQ6BJRS2wLUJiRniZJ3Gb+QVzTdX7AjxIoJXK0YxOIAbHpvNJOOiN62XhvleHqsU7rqMWVHwhHASsu6vIsAEx0I7q+wxzcWuKnnricV2d3l0/5N+JB1Ybro9ycoDSeuWxGykEjgo6Om3vmAZKq84MS57mUffOCDo9NTsv20aKHpQ8VMlRWdeFNCLrElyIi9Cri3p9F2jQCrevB9KdfZevK3lbeXlZyIt3qL0PZ7rGMfcCaRoKGGM0Sun0Oli2bca4KVinlkI4FNTTSazPnU0zxjjow6UZAUHDQVw8GSGkiAzXXjFhk9E9MuzYC705rJPXNIkTg/LYkdHmIaTkbaEG36mm1iEq6ZK90xxGeRxoaRwSuO0Na2OGWAspJixmbCSOKqTS0dXIa6KWlXFAb04COsZBrHX6VvrXC8D1mlnWTHvcPaNwWYnTEekf4eUdvieJ9Alz0n1SF8TN1mt3w+/g1nG9G214uID42tlt9cSZsAF1YsjoHN0bCU+30LlL80JwWtSNiQoFddNtwEMEmGiZP7Lu/nISh8J0l8EJKDY1fzBZteOEcO35MSd4OvDPJ8zdnMnTSD7Ie1E+2azP7elzj/rj731CfQdsz8mXCeueXrDMfe78PifM6wqY8XQtCrMgBhNGc5u6csxIQQQdfn1k2JMHwNkAxOgesSmQggdkMzwL2A3NIzEnL3bmKxWTiGgk5sXJQTkSY3bzAJlKgeFNR++GhPH+s9qPPzPvu05Ows98o6dk5HRWsmHve0u/EJxbb9enNh6PY56F1eHnE6Ln3EnaPOlP2H7Glx2NkGZhDT4Jn/esWfOGqBspiAdAqO99R7e5/wUJbgU45oDgln//zgmz3ytlKLU1Hvc3LC7cHwftcac/ClkKv3x+4e0Ob0enVOXDBml5oZUbWSPfjoPSH3xcVsLifq3BhNt95yWtvB1GHcUN1I9O6YNWIaThQlpN1OFLXYe+x3MPYOZ7xiCBOhrNxDtn6eytYkPZj05U4VEbt724fR6TTqAR6E+JCuq7kI55/mbv7nWrQiP4RRsTup06LPev9ANHRkB0YOp2e82gVljULcasGVGVMrwbfpRBSokhg1KN9gDiQbh+4HLdUGkcZSeF+BT/DzNS7FzzghHYbzvFDtQa27aCBY7HYHTh58+fWNeFPgZbjrx8vJCSR9jYXPrnHEg5Pzvn0T2ySETdqGBZWdaZ1FJ9MXHcCybuYNTH86zi/nafPpvZE04EQopcXhIxZ2SAhHmsaUcTaPWHuLWBFY80U5S2Nx6vd0YpT3FzSN6MtGYIjSFGviYamf3toJZG2txIIV42br95XNwWAzkppEwbC60Njr2RtSLiEKIsC2m9UqYBfi3e6cvovgsdRlpguWTuAm0/5mokTGbm3/9LDHKa+YbB70lnvvbnxNF6p7aGTnlCE+WoFZXTT9QPRQ9IhlPf6EgDc88Ypm4PD1MeY3q96pww1ad7/KaTs8OXk1fq13vMZJOTUOTTj///EJiBwAbDyT06Gayjj0n8GE/m6zk3/lhAGTNxxc64rSkpcC7KU9vo349wHuFjGigI091GZsIKcyade7KzSDsEOL+wna45Uy4zYcE+OrU2ahtPr1zR8NR1zk7HVzpBWZbEdlnIITqsbAMb4jm50XNcQwogwZv+kBhEOgnNC2HNxJxJ0w9a5hs1hgd1DgnE5oxxO53OzFmmTqa0yevwCMDTmB1hMniZhKG5053PlVsXnoYOg6N1Hkfhse9Yq6S5ghkaQNRZr22Sj3Apk+8KAq1XYKDJWf3nmea7Vodx1YA+r9OEas1AuyF4cLqoIMMlk63Wafv4///6bwRIN2JSRi+IrE5O2XeOslP3ytu9kuNXfvq08enlJ/72beftuGOjAcKna0QEvj+Ut0fl88fMtkSO5u89ZnxU5X5Ud+/hHas23I+RMShN/LAVowsu2CUh+BRnNlxAi5F10Jl6PnW3/yCuvdTgnRwKMbm1WSmFkAzanIrE9VS9Dsf4Q0A6fvF6R/F0896aW3/Ze4BrdJ64R8uYB7weFdYU6NK5qEf5VBszIQVo5g0B6uSFht/AI9JtsF48/y6pu4sE85Oit53RvHsM6qYO7ThI0eO/fv7lCx8uGzackPDyYWNZz92kzRzNyHZ94WSz6fTODcGTLGLOpMVDvH3f4+zX3ga9dLoakiKaAqM6xDLK4FAjpEob3uWFGLh+CMicKNrxYPQKY3jWZftBrNcNE4deuq8/MIQ+9MnUC0EJaaPUxLHfsOSWhvv9oI1GAvJy4R4zj/uD1h98WQIxLO4mJJ02BrJXZ/VNAkZelUh2eH347lNFfN+J/4xBC+vHlS4Bmzvtwe8/YH9PLxFxUkXwHZMLvJ1t2HtjiZFtidQutN5cziDqWtTRicGnqD53uX6Oe3O4JpcUxek52mY4gGEzZcLN+10jZ77+mNq3Ps5C6Z/fa5lXq24+NZmBzn1oG144BhCmRAU8jm8wZqE92Z7TqWfAmUA0ubnAOwPUmbLvrjYn2Ufk/NxeIB3d4lks/Wucs6iPTycL94QsT77EyQI6Gay1dfZ9J4gz3bs5I9SHgwGtus61VbY0WLeEpkBM8twvG53WvIAv28p6ufg4EAJocOIgiU4CCwQS0TLGhuhKCMknxDkZ6+hIbFiojOFsdusd640xf9no/j4oXjQn+1ZDRGQabZ6Fq7sm0tyq6fnrZBrve3FnuMfOKIWR4jRZAKb2v5Rp7o84mnFOtRO2lXnd3MNWJlnKEPGcUG9Q7NlsnPvTYU780dZcNtm6NyycC+f/+vWHBXNJK/f2lW6B7SXz9ftOysptKOmy8hIHtXW+v935fM182jLHLvx2P+g2OHpnicKXDwuPvfP97eBljYiYmzQPyLE7zCqDZni488XhmMde58EaGDOYFhxSCvgyvZs99VThJJuo71iWBUQHaoG9dC5b4P5wOCnNydUMgrkFskpk9Mrk9Tm5RwyLkZlOxJITte8MHbPoT1PiMLA+fEE+O1gnMxilN1Qij90hGRtCt+6wQ7MnHb6Fwct6ZdtW6uMgRdeWtlJpfZAqpO3iTNZyMCyQYiJEyDF7MOwsPDkEunlW5GW9klJGgkwbQd+xLFuith2qJ8kPgjcFwVyjFJ3tKDP9AQXrjVq94zsny4lkkbdEKW5k39ugysFxCHmP5CWSlhUNDrmeptYn5LZuK8NW+nHA6Bzl4LY/uN8fhKjUfjqcONDme5zI/gpinT6EfR/YvE+kDc/pXFaGVY5yIDEjUTH1B8UeB8viLME+jNEerJcLkGjFfW/z5uSgSf8F8xQIvbitS5vEj3+EVwdKa6zo3F8qTW3e/37IRIEleTzUURpHmzAn7p4S1GFWk3k9hGnwHemjUmunYtTaPGj8mS3o8GI9Rf3imYUyv67gEgCHNSfRBzk7JmD+m+HMWycM+ed1U4J36FRPINHgTM/w30/G67RpPL+2E7nPadEvtU+Xc1nJFByYF1sVhzA9lME/j4nMYOVZMOe9Ieffz6/hO0Wf4m+PnW/fvYlRmKxUe2pVy6gIg0OV7TzLNHmyTlUU9/oOqlMaklm29fl9dgKVxD4y9+pEu2iRemQyiWUEthZYFzdrT1Gmx2pHQsMJhc3PxNZotVCLtwv+g7oUI8jJkE0e5yc8mfPjh8DwM14BeMKx9/uDx9udYy+0Y0dsYWIQblfanRQ0WnuXq0wiE+rrljm+e3avnpD9TEgKvtP2RDF3R9IY5znt16OdDF7EM5F/v17+N/Iwfzuw7pmPui4sywWNwssq0BJbuPL97RtvFf7y7Y6NB6KNNQnVInsp7lhD8x1gStR9OBlGhM7gUXx815D44JppWh0EbagEjuGHvgZlAqcEjdNzdRDVzYV7ay5xwCG7JUW2EOj0WbCULEpL8dk/iJjvc7rrLoc1irm42K0oxswS8Bt/EfUiJO45at0tn4Y463ZIB4UwpR/ekXbKgHjAmP6P3q36RGwKUZNPpOL6qD//5StbGvzznz6QU6LjTUbQyON2Y394ikdYEn0YC8olZ5aYiLPTG6NgI5Nz5uXDRl4jffhOeQw/QOreEDs8G1ECZr5fDItLUWwSEWKvEwZxV8HHvTiBJxoavHJq7eQ1+yJ+OnuI9Wl6URmto6vvSg/UTZEnOy3k5NdYBjYa/eiMbhxH5e1257K5TdtonZSzTyd9gHTisnkCQVCID9rYia0DHTVhzRFS5nF/BXbi6skq7WiM+8FYAx+2RNw2Hl9/JQJhvTzlMJIiZRjlfmPLwmV5IUR3F6Ibj2MQ7/8YeZilNUwDZp01uZvSJYfnlGjD5gHZ6eaXPJp64ECT51R5Tl/n+jCoF5R+Tts2CMGfG5uT7Mm47vMwd8KPN3A2DzcvUn74JZ0en+asWZe4+O6x9UFs6g3gLI5jwrrubGNItxkZdm5ofdIb7//Cv9+TcHROixM+DRNqRZwUdNZdPzv0CWHCNDExdwVzX9SJUJxazZPuexZMG5Re6Tdf9FyWRD4ZocNoTWhtOKzIcOvB1omlP3ekJmC9s4TIujgilHIipuxyni7UEXn0zFuLPCoggSQRbYmmgWPAo3SWA7YFLltkzYEUBAlCyjaLpmf1Sox+/9Tyg3m6zsBvn+BtNMZwXeVoFevNiTyiPAMtcBnfUSr32539sbtOs/kAZuqhG918iKqj03ojmJ+tyjlRunD1lMEwr5kEn0Bqa897yNm6nmjj6UsZm+cQNqYuFoe2e/vdZ+gPC+bYO8dR+euvN37+j38ibnh6eC1cshI08/1VCAle78L99vA9mxpv+0HQyNujQZhPnw4+vVwAY02Dt2NnLy5mv66RJSmP/eC2HxyjO1w0besQ9aR3DU7mGcJozA4LugzEOnvxDniJER1CCJm3+mDLLhSOco5Eg0WFQ31Hk6OLmFNQ6hhEYcpOIuCdSlShSifo8LQBm4kCZ4c6WYJqAfdAMZ/OxmCoNwZ9iO/izFmtpu5SZN0h3V4b3YSXdZlLe2FbEpf1iqbI2/ev1BHJFkjXhXWNrHGmqc9OVaSjEokKS1KQ6l1rrbRj0IebNI8zANZmEc8bJkLMnoDuco7klnCj03E2cYyedjIGjFIJySG6FCJNJlORiFgkJBdK2+gwfHvsw0afySa+2+h90NuOTEu22o2jVZo19mLkNdBaJWhHlhdaN1rZXa/ZBQ3G+vHK4258f72zbUJeEw3zhJgWuL8VZHcoWoYfkK07pT1J4PVeaOXgy5+UmLe5LPNx4+1+UO+VZQl8un5Cl2XqxypvXx//fRXrf/BrmHjg9owyygM+RJf3BPEpspjSp3Vk7b71C6qkFBwVAkcVbLjbksExhmfSntpGJiQ4pQxtOrvYZCQ6s3SaIICvPOC5S5MJo6YkGHHuvs50ID90PUruB//Z09psIizuazwnzdOolTlVMFmxPzQA5y7VmaBnJJg8XX/8JXMn+m6zdv71mO+NzYLwbvn3I0WIJ4RbqssXsjrRcD65TxizVDeHEAGCOx+5iw3U1p8M0hz8+w+T7Yp4M3l0uDfh1pV7D9ThmmmJK2icOaWdWjqPvfI4IkdLvFwyl0XJQZEYfUIOAbqTuyI+TY/pmhPUpzKJYf65y0darfRnweyONIgwhtLbYC+N291lbH0aJJgGd3gaA+ndGx6ZUhuGr0pmw2Pi5Eg5JZjGE4oOU3ozeG8ABy6e19MAIUdAp4zEPHBCxUMZxu+nD/3xDrMZj/Jg+5BdDNq9ElcZ/PX7jS/XCy+XhfqtT3/DwLe9krKxpJXjqIQ1UKrHVT2OQlTl89UJIFY9lmZZVtTg+/3g0SqgmHaHjTpUc51jTmc0lGvBPGy2e3fsi4OpfwrUBjU2gkWSvN+UKSqPRyGYkdcFCd0d7GcHGzUywiBYAYk+eSFoiCB9pqW4ecEp4AZcIjOLrI2p1joPhJNBxkxG1zEfMn+kVMwL8vRtTCG7P2YIxLS5d6xV+r2y73dnuplCHUg01iUSJwzisFNDSCw5s+SEmmClYs077xzFDdXXzDh2jEQbyqKgIZKXTFrCdBDZUInoqGg/GPn/o+7dliTJjiy7pedm5peIyMyqArqbPSMUDDnCn+Erf5jCB34ARfhAsls43UAVqiozI/xiZuemfNBjHgnhACOCJ8AhhcrMyvCI8HAzPaq699pCOwt1a0h3qHRoFu5a69jmdUa2XhwSf7WxTjcRjowbW6uNXjIiatOB6gyD5YXburEsd3LLYwJhe5PlvpJCoGhgWQteCt1b8XJOSPOJZevkrTFNSkwTpVdLX88ZWmG5bwSB0zHgpwTacL0TDidulyuHpXDwxp/sS0eORwiRZSn8+vMbz+cz8yGhYWILgeX+91EwlYGY64r3FuW1bPXRYXkxGkqujdqbjWmbDNBcN/+vWBfZuu1wbdwm5NpJ0UQ4vesIAIbdcxejBSbsrHQ/piw6vJpWUPVBimm1PbxyO7nHMFHufRWj8uhYZUxdbRxp496uO6XHxviPz7P/vb3xY+8c5THqFXl/1ew/jVGkYqKc0W0+1LOPArwzeHfKkdg1onaPMI+m0EesmfMgwexWXg0dqUPN3IZCSXNlW4t5Xr0Vyt47TiIhToQ0DZHdEGiujXv13DtsCLhACp55njkcjuapVivYpRZa62w5k0uk1EY7TZwOnimEcXfrD9GTG4pxWjX9hFi4uI+myLXR/hjHDlsJ3dCpeEcrjdwy97VyvW2s62axbWO61nZ7h/CO+8Xu9bvoq3elS4fBQRbeldkight4vmlOlNVOGY+AaOyQFRwG4VBBw6i29AEz+PMrlr8MLmgbtXqO5xfqtvG2VHq98fZ2QXNjebsRUySXQssb7fEN2o5k7Z2SHdOcSN5Rs8HD78sd7xwvxwMTdmHdl421F3ycOE2B62UBh51SdIxqFBqNXoaZWPQbwYVdNL0r3kda22jOo1SCGH+0NCWEjvNG1cE7KIp3CaWwL6QDgro0yECN4O1NX5vFfrWioP4hJzdRgN0Q3DjuqNvN1zIuu4Gh8mZ8bkPIMPkAviGDONE6hAQpiAWlHiYbJa8bay58/bIxH20ULVWp0UZYLtiFlnMnOeW7//iJOZhQhaG8U7ET2DwFDpOp6EqfCcdnC6kuymGOpMOReIjEMOH9bN4mTVATXjeiVCR2E+j0htaKaKGO2Kfe1di/0bB7Ih3nEz7MQBpUr0jOd/JWiF7xk+ch2Rfhfs+st8x6L+RW6BmmwwEJgVqaFUBJ5PsFdwzm362N4B2n84maMyUXpjnh1ZOijEjihpsDPdvJN80mTKNmPv3DJ96miUKH+2a8YQLOZ+P5lsSaC8vlC08fz8TDE4yO+u/hsWc+ehFSGAHf2mwW0u3P6f1hhaiDh1q7jSR774ZiHCPcGINB0pspOL03xe0+utyLmOO9aytVcXiCs4No0TYUl9b5iVhsWNNqYhmxMap1ejL2YyPtxJsIcL/CZHzhD1XsOKjav2QUK8xbCI/n3h97QLET3kfy2PSlj0q8/3svik503NNlfG57zdz4nPv8tLNbI3QoiMWmWM4NQYoaMEHev07hHf92uW84b+IV8BbwHhPTfCROCRejkcZuK0uGpTs2EXocySXTxDTPpGkihDBIN1jB7CZ2aa0N9J2AzLjTgIgAll4TCNF+7Zq3Qoh1oBLcNyrV/Z8h1hFwwcPQguSqrFslb4VayrvXFoPUyxDh4T29V3uuMVlAjUbUWjM7UhsB3N68pJ02DuWBw3yEFOgF0PbO5+3DjuiU3atqUy6bgrX6V45k376+sWbH9OnI7XVhSpEv18L9ZqblkjPiC2vJ9FZNzuyNS3mYE+enRCnQmrBUszAkB2A0lp+vC0Ech8nUVZ+eZkpVLteVrVTqGHvEkEiTcpjOrNvK1gopGYWnVph94FYKfgo43+gtA0KTyBQxv1+rkJR1sRNSk8a6VmoF5+o+paWL+b1KU5MjBzP8N13p2indxEE4Q9/ZG9guFi8O59+X3TxEDGYLSWqnn6p2c0mnRNkKNEh4Fi14PDFMVBytKpe3q+0UtFNaZj4mk2qjSM1cPy/ktzdeniZePp45PQVLl9DMusK2bnStfP8Pv+XDd7+h5Uzdir0+vfPFf+T22s3ALBPxfsSVI8fTzPk4cUiBTx9mggdthZALcxlL8ppxrdrrUjKXL59NuOE9rTr61og+MKVEmmYkCF1tpN9KsVxMl+jaqCUjzjyhtQuff/yJ2+tnai3UrbHcvvD8sZBOz9wvG7CiMfDz2yvPZeV4OOBioJRCkM6HH54o3bOtG1ozU4zM3z0bLzZnihggIa+FKUKthWd/5vAPHynZJiZ22CiEknk+JN5KYHtb+PrTK+fjE98/f2T6/gOH8vch+sm5UJ0wR8dta5ZwIe2cyzoAACAASURBVCagScF4u4ybhxc4RW8AEuxA4sWUyyHYTSYXfe/gxvOcwjQOj43SKqVabqgfI3AHSLAS16p1l3HAulV3mhDgTGnuu3n5duuJeRvdQ02a3C7zsd2jwtgd2uldHCPQ4TE83auRCYQGcHvfn2rvqOMxjm2qdNpQxNoJYFeUygCRD2ggrVsakt2M5U+L6egs9zqenMV8HdPM5BKBEUk1uKkxmF/VckkdW4fcOxVwKZJOJ6bzE9PzE9Nk/Njala+3wtIDK0pxhVbeWL/8bPtQFUIIfPr0iePpxHw8Gt87RUo2ek8ulS9vd+5rYasvxBHSHF0k+kiYYTLTOloLtAJayKWO/V+nlUzdtgFRqDYe9YE1Nz5fbvz86xd+/fUzl8sbuRbwgogRgrYtU3PGa0OdUHKhN5tK2ag1YWIKG2e7MMhCss8IrHOu0nF64Hw6jAJp71UXgnnes63w0hwMolILJWdyzgZs+DOPv9xh1s592wj1e2pudC3G/gNK3ejaOM4nbmuhVaW2zPGcoJngp1WPC5ZokXznlu2iUgTtheMhEJxwCNGkx6WxlkLtnRQdk9vl5A6hUvNi9B/nDZotliTS1Qx+dXhvtEP0YskJUawr7Z7Urc+fUqJtw87AEDD4IVcXT5dqMGeG6lRljJNMvWYeqsGFdIqoFUdvc5dxGjYurTjodHseCWOeL0xR2KqJK0RgxyH2WlnXOyEeeLstLMvGMTrCuGF0bFS+3ldQeyNtTvDenre2QJs9pXRm75jSTJwn5vOBGKO90c4RfGSrgbfbzNuazbrSPOc4kdzENXvuuRKkgUROJ08KAfGKb+MG5mc8w5jsHOFwtg5RjaTiByLNTneVVrMdPkpB20YI9jpZFJDSqxGhcq3kbRv7Tkd3tscoteJ7I9dKzSvTy4QPE7k0plQx07qydkW2DRcSXeziSFGoa+ZwPhPTE59z5fX1V5JUXp4OFu01iKAhBVSU6iznsW2G7Hs5zyy9I62wLJX1duN0frL5zt/Bw4+dn72WVlyOyROCkJKhEO9bM0SdlhGAbp7LrmogCO8eJB4LfXYjscQ8vLu8v8tebPQRYtx6M3yk2D6yjMOW2U6swNXWrcNnELTG3HQMZcc+c3RyCqJ+dHAgI1fVTJSM4jYEOm6sjfbrbDzp3gm/L1dMzKNjemV2kzGOHaNdHl/REC0Nf7QJ6sbesYsRY2R/frsm9kmYE4jBiD3i3KPDMyvOKOTDOiIeDoeZaTbfpPeJmGZ8TCAexZKJWrXd89rgWguXdeHtcuXzL7+yrgvaLPP1h0+f+PDxI9/98D3f/+Y3nJ6eicGoPzq+39o71+tiWZPePaK1Ds4mU8FZ06BV6JsVNR2g9F6HOpbdV2M1Y8mFy+XK29uF+/3+oEqJ2gvig4MsrLmgZaNjana6ATFSMsjAjt5zgqlzByv3YU37ZgrAN+D2GAJxSg/Vf82NEJVahk1GPH7vov/M4y8WzFKVdDyRqzCdjvz4//4X1maVPKSJ19uFKMaRvWRDFq1roY1T121pHA+VjpBzNkh6sQXu5APRWcZbSIntuhrHNApzCNYZItZpFiUXCK5Q99iy1ocgZXgKnae2bKpTCTbrrp2uJjbS5gjqyPte0bsxwrXncyJYGokdU/0QuHgJ5NpGhJHRhwTjVdrp3I83hY1aqzGtTC07zFK1FdSLjY98IjpTfdVhlrUiDNI93TW6NgqZr9eC1Mp3LydO04QqlNbI2bGslk04h8BxjhATRR0sAEpK42vqjUNKHKcDNMWHhLrOmjOXFa6b0AhQLQ4Hnyi14bUb9L7BT58XPvUDT0+BgwsQFXpFmllCRD1eFT+lsb8oiHTLyQvBFuziLZC6jcJZi51Aa8PPBo7v3uLXLl9MNbdzNKHTs5ArJGx8qxIJ0ViadV1YciXMBmcuXdnerkO9F6yp8J6cC1y+cno58fLpALxQLxd7T7aKc43gKyLRRmaTxzPTVqOuTKfEFALSGpXA5esNd76h8fCXK9XfyMN5SDGMvb8pxI/zbjgXQvAcxVGK4751lpFnyuj6RKwwumGgd2I7pF4HEcZ8FjAEQa2blcASRpTc2siv9IOZatg4N4qad86gA/sFoXuRlEdhsx7CClqjo2J3t648sD6jgTSMm9j7GHToDGQcgHdwAqBD3bo/v/AoyIog49/sk/eROLKzpHu3ic+efLKzarv6UYhNUOL0/Wvb+91cqjlnunWyrY+4L2eH92BvXw7zzDTNTKNwhpAe40R7zcwesdXG0oTLUvj58xs//vhHfv35jyz3m+XuOuHzz3/kw8sLv/n1N6z3G//0H/4Dp6cXvM1bHweTNWck6xAVCSkFzjXR+8QhDTuMt2tOuoxYrUrvdfgm91E73NeN19crr18v3C43lnVhyxYrZzFwJhoqvXHPmVqLHbg6uN6Zo6lYYw+DR21KseAN1OB9sMkD7+9XWyuMpBfxgB8aGP+YZnSF2jB+7YCw9325/V95/MWC6XGEeIAp0tfGfJzRstE6XJeCOOF6WznHOGwNnrJu3LBRjAR7AehihImhoI0iTFO0HL4mbPnOsi4cY2BOYRh+O1tuLKUzRT+iv4IdY2nmxcFmPME56lgARxdp0nDqjVpSzJcZvY1x1EduJRODyd5dM3ydqgx/WMM1aM6Zsd41OjZucN5EzXs8XIiOQLAOdqcpSbfsRx1X8EON2XDaaTpZmOnYZ0h3FjyLrVQRQ1atm7BcV56mwLJWokx22i+d1j2tezuBOfN/NVUkOKbDZKphbahLqIw308BGSXSsa+Z6b7y1id5M8DLPMx8+fCDOR+q24XofvrrC568rW91o+kw/OKPm4C042dveQvZEd2/SNS92YIhpIh6ShdaO5YwOY7YTwUVDpEmIoKbCvt7KSGwwyIRERyum/qu1Mh2OdJwdwlTHTc4u3I5RRcq6mTVCLS5s2Ra7YbXG8Sicnl8Q+cBFhZbvrFth3TZmJ8RoRvPoPfOHE3WdkW6s284IN25qXOK3N+L5z19gf0uP4E2kE5xnCpBCJAabWNTyrnA9zIEQhOuysZVC9CBDXerGe1/2G440Q+SJjL2kmiIR6/5ScIwJrE1HtNl5azRq3TRj9LBHd1kI8N6FgXvYQ2B0sGrWER2rCRj4tPre4e7lDJSu9d0Os3d8jxXnLgYaAoydQmOfbd9G2kPV1nvfiIX2Om0Ai27X9Pj6HnIiebesPEbCOGqHda0UP17XsfOTkRDyLv2EWhq5dLbSOJ0sAFnVxtp1fPWlGimtNMsxXXLlel+5LCvL9U6tVsi2ZeF2vbHcF7o2YvIgncPpCe+taxUcrRVrOrqJ+tYQjEbUOs/HwHmCKPoQUO1gdm3NRtvd3g0icLkVvn554/J64X6/sW0bOW/UUgaEwPrRrRW21myy07qtDVozfnN0tFpsNIuJ1OIDAejZeYky9r8yxFHaCtIrwQm9RVKcUEZ19AEXdqjNLlT6K1WygkN8Zy137kumAV8uF3xwpEl4mT6Sc6HXgmtmLC3Odhs+WHpH75C8B4UUleYtuPPjPPH5lh9G3ilFYhByrSzZlrm5KzgTZUxJEI30saeIYqewUo3NOEelNlPB7mR+6PRmfFWJaqg7L9AVJ9GSSrZsMu3xUnRsF9vaEJ+3Yu9xMeTXTrlQJwQfoFrySuuN6I2k0fc3j1TbpXQTDalzY1dn+w0dHWqQIX7oFmdSemXb7HQmXnARSEryEZpnq8Xg9XQ26fRrw+tksHNxqK+k8/ecDs9EB3Ge6QR6r5StcPm6cqsTSwgkD8/ffeLDp48cTmezHiTb/VzebtRmVhTbYTncpyeefMLRiIdAKw1lIObSZItzjBjinbMxy1DI9dpMGduwCDHRh7rPxUjrRpjJq410nLdusWwGHkAUfxdezmdcTGzLimoxmpE7gnq05TGRE6bJkglqVy5vF85zIkTPthVSr5yOR/jwTL4KKgaT174hByHFmRgj8TAxzR5pDX+IhgPMG1E85XZnvVweque/9YeMkTXV9oi1d6QUi5jb/butU0tlSg7nJrZstqswCVthpLZYMWvdPIXihm+ym9zC9oEWKB18gGEb0r7bSuog7+xd4xCP7cCnLmOX54Z1RAboxMa3NuK08Vvre8HsQzlq/GR5qHD7KLjvqlUe///OSlVtD8sHuqMa9t/vHJ8+uk0eJfYdVj5GvWqErz7GxF708dpDf1hSOkprQs7dCEoOUFsz4bzdQ0ZiSRdIpUAf3FcXjarj3FC72nOWYoVSXSImx/F85PzywuV2Y102WrE4wd4zffAgQvIczxMhAVKZZyua6gPaPQ8AgXbLkxxdcq+RdhBOsTHpKDR7Gsko/Kp2gOi98/XLG1+/vHK5vLHeb5SS7WDlQLHQ8VwbS87kaoeDam8w6M0gDUFI0ZNGiHQK3kbUwe4higxSmd2bfUrUkqkVerWRsahFL0pM9PE6p3mi141SMnlbydv2Z6+hv9xhRsfr6518tB+E+cE9W8kcQqDXzOw8GgKlwHUtNGz/6J3nfm90sYQR5xvLahL2IiB9BbUx5jwFwzjVjdJs9+F9tDebMyZpip68GcRABYujCaZy7do5HSO31S7g6Iwt60XeVXTd3qAqdRTNRume3EG7hRNXTK7snSnALB/P/JbY2BwGlis4j1Y74ZpM39p9k9mbJs6Wzd7A6Ozb0qH4EzULrjjrEml0Z11SLXZzSX7Q/0MnzsosnvtroRZDAsoQ7pStEHB4v+KcEEMjxGTUml5Qsb1gb43b5c713tjiido9H/7hhZeXJ7yDWjf7HqUR08Q0T6zrRmkrrVde326WOeieScmT740ojTioRfPhaNFEtULZQNtIpy92kx3fZx3INJwOepPtfbMqb/eF2/ViIzMvxrmtBdXG1iuhKNu6ohJpQ4VYW0Y1EeKR5bbgUaYBp3beE1tjWTu1FqY5sm6N6b5yfJ44HhKRI0E6MRmQoFfFT444z2PUExAiboqoelytuJBostFLRvOfP5H+LT1a2zsipdcdKznGXqJWNByUUm3XGN3wJ5v4JAZHrUOE4+zdXIeq0nvrivpgmorYdSLO1LZ12EvcCDdQ+MZ6YSVot7Z0Z8pQ8XvPaz1f12aCOZHHCqW29z6v07/RPNg/O7rwoadXrADqXjytv2x0evdDn2PABfsA9z6KHR+xezN7t4JZu+49NTBUrt2KqOt7gbevs6s9txvP05v14zKuD0s6caODHyjBroN4VvFgu7wUx95uRxsqW24WV5caIQSOh8T56ch0OJjtI2e0dUrvrKXgljvh62eOfwhMM4hrPD8XpvlECAd8OA4dQkBrobduaw1sqqTNoakj0awjOuhdOu5zDZsS5dr58uWVy9sby+1uk6FeH699bZVS4J4r93um7oi6auN9h1IKbGtl9YUUCueniZQSIVp2LuyxZualTyniUjK0pXNIb6YsDgEfHH4O5jluMLtKLgZYqdk+/597/GXSz3rhcjEck4+2v/j+++/J9ytbXpimiW0pvGWDVBdVarExW83w4TCRbUjBlqFJJRCoTbgulacTAxFVaeKYk6O0QoyBFCxCCjVgOd1R2oZiSRstMkawkKuFPMcwYOCPN7/tTXw0BWAVJaiNpQzs20cx7MM4PLiV2L7Sy0j2HspZpZsMPHjzlRUbRzkPTYyNyLg0tStu8Ba9V1OBIVRp9HE5M05f+8WSsQtIqwmInCjaHSWburYMbF+YHIc9PaSY1WXtjbdceA4HQ/JFx/x8ss4oCl0b67Zxu2U2IqtCpyEevr5+hQ4xRlKK5l1sjpAcz59eqL/YDK33zu2+4ILjeD6ZVcPZjSGIMB9nImYFokS0buANk6fDklNKpeQVEdtRSvCIj3QR7uvK58+fud/fDH/mlcPTjIYZ5wNlzZReuFxe0Smx5DJk7UKuhRiE0gWtmeMxDqW/dRwfvjuxrSutNkKajKZSBhrRKYcpElMyMPvWCLIQ52A7WudxU6Q5x/K24rriasZ7R5D0p2O7v+FH8ILuQrTRAQSXUCePSCRrO2CtjV7UrFXN5PhgWEAwvxwyUiKwPaOOPeGONhsVdHRe/U/iu8bM8aF+7WOfKGIZtVqt62yyXynv+yXtQ8AEw4fZMcWDEYPasKrsHd9+XO2ju9sNfiK7cKcbo/Sx0hyHZBgjWLVR7RA77RYXO2x8I0CCxx5XMSjGfnB4gA4eKmD+xDsqultadFBzGAWTB20t50KtxmC2SCrrvHXkay5LYVls2kME7YVaso1JxwzcOVPg9N7JNXO9Xfn5F2E+eAN8lI2n54+cnz6S0gGRIajBRr69G/bwkeFZG3EqBLHuTcSmb72b6ncrheta+Pr5K7fLlW3bLL5MzetbqqE2c+usW6NsdbBnB4EHCE4I4qy7b4bJi8EzTYk4GR96P9U4kXeB0DxRS0D7hKMTYyBO0ZjW3jyvLghS+5h2ObyPRP3z1/N/w4fpaOKgbKiecNFxe3tF6LxebtRLZo4OqnLPmT5O6WtZ0Q63vDFHT6+dOXiO0xNoY80dswfa6KWpEJKlt8tQjyUP2mQIV8ya0VUGecXitbx44jzR1zuiAVGbn+OGQdmZmd7HQNGGk06j4UM0AUAxoPiuZAsCvXt6tRuL9yDNUei44RUblxqqxoDtKlQqrQlIswSUahe+eGfsQmd7lNZNjEQ3q4o4G9/ssngdV6gXx+QF741/eEpHJom0Md2U2nA6Tu7NkatHY+XplNBWmM4HYjpSm3KcJmMpiqPkRumOniaqOMLk+Zf/6//hfrlTSsN7x/l44OXjBz798D3H04k0HzmkRO+NOE9o79zvq13MhwMleJJzRG9q5+gtlaJhY2gnjZazCQjGTYeH8hBTGUcjkbxdL7x9/cqy3FEn5Ab19UqaJ47HwJ3G7bpy/7IQzoHb0gmlcD4fhuXNftbrLTMf+lCFCj5MNvKfItvlPrQIg6yC7WpVHNPhSL1lcr4jdSHNEecTYbIw6i0r65KJuuFRmwAcJ3z6C7K6v6GHILaP9I7ahVJG2oMY6dq5aCPUsjGNtJBamuU57r5EsRuYDsyd8/ac3jGCegFGCPQw3z86z1E0dkO+YLAJRB6wgxB2taPd1E37M+YzYvSgXeVqMV32XDDEGl1th85eyORRnPc+1Pye+qDr8IiS2gUvvCt0ZQDYlTFmHF/PKL5t/NnjNX4UUx5intbqQym7A8P37puBdxNjaVqBZaiZnR0MmpiYcMuVbTPrQ6uNOshgtRTy6M7W1VZjvVbut5X75cJ2v9FrRbBijDOaUh8819e3O/GnX6itc70tfPxw58PHjd/8NjFNR0JIpMk4sbUaVLvWwqYCtXPQwhQ6Xux+pnSqdnKtXJeNz1+vvH39zLos5JyH4NHSoMpWqaU/RtBuTABUwasSgrPR61DqBodNkFJgPszEaUbFj0PY7jG2gpmOB3aQvWBUIhcC6hzbVsmbEZNScviUSF1RCcS/Nq3k7bbSsW6RaoizZV0MqTZUptoKCBxPgS+Xwm1bTNyDQrW3em0drfD8lFi2FQe8HCO52TL++ZxQreSyEcTjxWbXtpzveD+baEYcnU4MHsUoE87Z+TI45b51E7w0O003tfgeRMfsWlBNRO9YSzYBD4IfMOW67xtkHyrskufwHs8jJugxSHmgVaWo5QJaVqe9YXwItH3ej5J7w4k33BVWdE3ToOM02fGjU/FeCdFGCaeniQ8fP9BzodeNXDp0zIrRCzF4ujoOc+TpPKPdsVwrx/MHC2ru5r9qObOthS6OrQtLLWzLV/73//V/Y1sXWlOcDxxT4uXlme++/4F/+ud/5Hf/+X/kfP7AVoqNWXqjCSxrJuc6EmE8aQrMh8T54C2jDqha0WZj+N4MBy2iRkja1Woohc5alC8/v3F/vVKrkmsG51mvi+0w5kTWylIq18tK6o7uAsurMV7dlKBlpjlyzZWWO6fDbKf2aPQY74UeZ6Taabj0zn2505YLniPfeWFOEzIL2jJVHW3cuLoyYsEyff3KYfKEpwNpPuCmv4+CafGKShDFAxlhrZ3kDUifax3eQ3mox2MQtqZGbFIrlHVkbPmhbN1dNdawWetU1VYTbpyLVO0+YL/WR9e4x12N9RPjfj5GnwNeLnvBdHttfIjq9q7Pjclpl73g2Sd4Z8nK6CyH9WT8ah/LfquO3BF8fYxld+h/H9V0nzZp32PE4PGF/cmOdBTVZq+DwcPfE1H2h10L48/UDhHBjWSObokstTa2klm31f7J2VBy1RI/lmXjfs/cN6NZZXW8Xjbul6sRrtCxHx2vxdgdt9ZZ18Ivv1xYlsKXrzeez698+PBKq46XDx95fv5g4fUhEpqnjiK95kzRwomONCW4jtDovZJL5raufH278+svX7nf3qjVBEOlVLZaLdFmsz2B984gJ11o0oZFr5OCZ0qeKXr79WRBDtOUmOaJkGYUT6umhvXOLFJxmkiHCZVdeW1Qggq0YkjAvGbLwozWpYZZkBAfgrT/2uMvFsz54LmvgnrH6+2KloL3iduy0GsjzY44JZZ7ga785uXML69XCgZOT8mxbYXTObLclC9fF1wQ5uTog+Tx4Xw0VWNTgpvJveO6KToDQtZGCnDLxfL2sIu0Fh3jPptv5N5AG85N1JbtlIZ5KvuQpQcc1X+TeuGVnp3tNN3DJWX/vTaydryL49joR/G2kY0bF1dlhN8OakQf+vauzeKyUGqz3M1aGQpAocq4I6kjJEYKvF314u255+g4nxytb6xroYuaYtdFDmlmiraUf44TT88HPn48k0SIDkrL9GpROaXYm7irkLtyr423Tfnxx5/5l3/9V0orNvrwnjlEXn+d+PnHn7h8+czT+cA//+5oN5IBhA4poB7WbUON/EB3EESpLzPng6nn3EhH8TEQu1LLSq3ZClczsYJzdjP48vXO55+/UrcVpLPcbxZVFAKlg+ZG7ZXuO5sIt9fMfHLUArfbRpo2tvuVNJ+Z5hlaJcWJ6Ximi2dbM0mMciTeMc0zFc92y2jJrEBZrsT0hHs+0fVMDXBZGxs3uqzkrbDeLri64OeDiVqiR+LfyUg27EpwHVMMTzVlCtEba7mNtUKInlp0FD67Xubk6d0NgYeNRONIp+ijGzNogQUrDDv/o0gou6/SrjQ3Dqg7MF21GVJvV5Wq8B6fNyrvw7Iho4NsYwXzHt5shXbfJ+4YzVHQ9zqlO1Xq8dvHyNYsL31YIxgIzH1M+97N7qNYvnmex0N2QdDQM+wFez8sjI8Tv5OIxu+FIVoRehd6s1WSdhPK3dfM5b4wLyvVRXrtQw27cL2tvN1vaAjcM1xvlbwWYgjUEFBttuYZPwfFDlBbbpSycl8yX1/vTOkrT+fPtNr5x3/8R/jnQpocaT7jXTAwQC1s9xu+Z0r0hK6o65Yp2ayYvl4Xvvz6yuvnr7Q6eNatWTpINhFOcPa9uhEA7V2nFaU6Ne989EwxME+BOSXm2ULc/cDxhRBtGuiM4x2CI07RdrYhjh96G4xe41fX2mmlmjbCmfreFPuJOLn/34/yT66hv3iF9YStyiacNl7fbmStfPr0hNOZvGZ+/HwftqSVu1SmpNwWh7bCpo3znMhbQ0PnGNPI1qvcc+XTfIbuwRe2Tclt4TTNHGLibVlZ1kYM8FYX1lJJUZmSYw6RSzER0XQMqHq2qjTxuCFcqL2ZgADFztLJrAibwmQeH+cCISgxdDw2FkQaXSqqHm0B8bZztB1DHKOchkpkbTrGxt7Gxd3R1X4ITsYx10Vqz1Q1O0wfs/Im0CocgqA92OJaOnuOWOuJgvDHPy7EWC1uSxq1ZoRCWW1p3oPCWrmJ43bNPD/PfHqZ0Cas94WKwd5Lhcuycu1QfKSP0GQ5PtNeX23U0wpdb6TgeT7c+PL6xs+//sz//L8Izy/fQZ+IKRr03EdqadA7+X6n1syvMfHL68LTJPz2g+Np6lDNylFKoWyZtq2DGKN0V0Acnz/f+T//j/+b3//rv0K+0aUT5kQtCy7ApQpvXzJ5KzSRgRSNXL6Y7L1+Xlhz4bfff+RDOvDy8UxCSdPhQbM5Pj1R7yuHEJifD6RjQuYZbUJfJg6zh1KZnzrxeWIj8vWt8NPvf6ZcvpK08mGOPL2cCKcj02liejogk0cOf/ky+lt5RDdTtdCqgfRj8JbWQ2erBZHdDgVeLRiYJjhvwgvpFv/VnK0s+vCxefEGUtdhj9CK1xGXNDifwRuIoDYIbmAah9J9NFbDuwnRQ/TBBua6A9L1oXLdd4OC0B+eSOPKGtSgD9uSGx9frfXcK9Mo2h3zc+41r/cdjwmqexy0jnFfG8VaUbVDQcegBSYiAuuCefdhjo8N3iw35sm23F/zcdshBSc0oHchBIeP3oqmysiZVOpdKUV5u2z4cMWlmSk7SovkzXG7Km+vd37+5XWwgI3xKy4YvOQpmTK1Ne7LQqmZ2iwVqO/wc1WMPnvF8Zmff/rMb3/7kf/0u/+O//w//Sf+43//O6bjd6Y4LZlAI3nFO3MkbFtmXTeu94W3y40vX155/fKF9X4fFr9OzpW8mQDRe2WaneVfjobFzcFU0s1GtMFbpOJhnpgPM9PhQEgJn44W1xcNOm+vo5rIVLH9e77ZCqjbPpRudJ8ATF6RU6A2pawFXCAkb8Sz9Oev5794pW/bnXA80avYTDhN1K3y+ddXom/Maea7T0eub5nbJjQy3UVaKXgvYwQJafJElOA7ebWbZYyRQUpkXewHfIiB5Jwhy1qmIUQ/03uhakcahG6ZhikESsvUPogyY5lvtJ5hHnYAme480rvFFKlSszNUlrhhbIbSN2rX8YMbitddSNA7XSquj3GLgISOaxaeOtjt76MOfR8He3ZepaPRHp4y7zrRRwjYKRx5UFh0+LC2rRPFJPtN6hC2ONA0dq2VUsH5TigLnz4+8d13H3h5eUKd7XkkeET84EXC1oDkmbzj5fnA97/9B35cV3KtIw1BclW5gwAAIABJREFUoSlbroSQ+fz2ha+//kh0wjSdQWa8n6BXUrRRpALiPde3C9N8ZPEzf/xSaMeNp0np1YJnnQv4+UjZLnbqFmHdOn/49z9y/fIFUaPKGCIvsNaC1s5SLIboes02DBsILrrZjVwPlE24XzamdLV9x3FiPpqdpuZKiIF4OjI5x+E4D2Wd8PR8pE8mOIunE+qsIy+1o6USRMmlQF2IhxPRN54+fSBNu7Tf/92wZHM1eo/bxTMKiA6LwYjUc5Gd1dqGojOFaLsvfefEOoCxp9zDC947I7OR2V+35YNdS2ZfaX3IdWUUuPH66Vj8tTZSiOTdRL8LDZzYwEcHwYX9Rj+6v6E5fe/i1ELW9y7ZPu2+s9zhBPbY1apgv9Bvdp/vhXZ8nP3JY38pyJ/4PBmvzyOGCvduKekKHsK43mTQgZxg6mPncEHGONjh6QSnj33otmbyknGpkjWwNk9mopJsN93eM1q9WOme00z0lnfb9vQYLZjj1F4f9HEXQ1Gua8Z/fmWePOfzxMdPL4g/oF0I3oIq5uCYJ7tP5gzrVrjfV273O+uyWMwXA2TRGr2ZD9UA6O7BGPaD4xvDENGN3XPwwpQC0zQxHWbSbJm6IcYx4rY3ozrjCm/VQPV1KwTVwU5WgudxyPLBEYN/rMJqsyalbDairu2vVMnWApMYjf66bZxeTqyfLXC4tcxtU4JvfHyekavy5XpjuxdOybMVJaXh1UKQBt11QoSDN2qLqqNhe5PoJk7J8E65K7XLAw2laiGlFhFlEmsdu7DWjObhvUcLlGbWlimYsMFLQDTStCFdKC3TmoyCbqdQNyK+clMmrGjCbgJRkE7HQ69ItIu542m6jVN1ondTy+4ECXFCtWgHcrELwazUtnzfjc25YTukjn0eHbxOX+nN0bwt8LXaqCwdPKoB3YzIT7MFfKnOkjvyHS9PxGEJ8C5Q1sq6bixLZm0Qp0KcwhixWdSTeMvxCxJMkdsrW1vRa+GPf/w9ncbz+YXT+Znz8w+gDu8BCYgTts1xvxlUvwZh7Z6fv1T6qTJ7S1x3zuFjZBs/J3rg9b7y+9//kevbF6BTu+U1upPw5ecNJ52izliXuQ5qiqUeBGdTC0/AK/RWqOuN09OZ4+FA9BGXZkoYPlIn+CDEZGB4nxJhSrQtkgL4eaa7SL5X1nult07QyiSNw2QRYuIgPk34NCFpsoxA//fRYaLGVPYDRejcvsX7dkyKhXyroS57N+ykYkKpNgD7bsw3TV1qitYY0+PgKM5oPrY7HAd8tW5fvjlgvBN3BGT37pnoA4cVE+AR0SXsjR/jqf+koPXxtemjgAKMVJ1vvtuhVrD/HzF973/fnk/HZAnl8Ul3vMN7sR0UIvdeMPeqK7wXz12g1Lt9vn1k3NXG3m78XRvJmjJ13+F6BymYRaUBNWfu1ztuOtJjQCWi4YBMz+C/IK1+U+Y7rWVa25OSzAcfjEuJa4OfO44apvbd96nCtjVev9745Y9f+PzzL4TpA46Ip5N84xAhRePY5tq5r9soliutt2H10ZGHOqYXg2IUgxC9Fc3oDSg/z0cTTI79uA9+wAnSIyRbJOAMtjv28tYp11pZS2G9bZQlcwxWbGMKplMZBToFWyX23vFtQ2qhN4te7C4g21/ZYfrzebxhhsAmOk7HmdttwTUzxy5LZpPOpxcba/3y9YqPjtl3ljVzmBIBy4q73xSXLF/PdffIiPTBD/ZooJZOLRbn1TWjWuxE65SuJqzpVfEeWvfU0pFkb0AnO+9WmLwZjYMLaBsRQb0ZlUeUIDPSHU4DtUPRce5UhjTeIepNUq62k+wiiAZ6lxEz07AzjCGnGJdjl0ZrpjzUsStpAxrrxFxivSlVLSg1BEfDdkOl2QWyq+i6G6djNbWY7TkrYXKs2zAVi42dfn3LiCy8PC2IePJWKFRqbtzvG7fbxtoFnW/MkwdpvP76q9F+EOJ+43KCquH7EPi3f/83ai2sH1ZethVVzzx/hNiJ0wHvA10hlGSw9OLtkFIqN1fRSXHNMketi200lNo7P/30K7/+9CPb/Ss+OHJTSi9sOXO7LMzR42NgQnBpwosbOYFmZp5jtNEikEKzbjsK82Finmb8fMRHRd+uTN4mJTjj187nxBwmtqWirVDVIBXbVrhdF9qyGiR7SiTBzNLThDvN6BQpXohBzA/8d/DwXh7oNePu2tfPeA8HZ9xQGcpUJ5FcobRqXZKA2br0MXoMPgxICHbjHR2ouJGdOJI5Hk0XkEKwScaDhmNKcfPpfivIsb8j8n773+sljB0i1nI+8HX73xo2l93isT8DY6NoxdC9Fzi1r+JRgkfF3j9q/4r2/vJ9dSkPUdLjbz1U4O+fv6t77D0deydpCTp2SOAxxm1qXedOxBKx9CIZHthSCrfblXSaSSERQ6DpRD3aHs61/NjJ9t7YSqfUMohflhc5xTjYsTa+VjXwQHtIfmUfKFBK535defv8yvOHV6YwE70wBZiDpc7krXwjPlpZ15VSq/myu7G0xY+ON9iUI3ixyLJd1ZoSh9MJcTaS9sHjQxzWFj9IYgNSMIRlWszX3aohN1sp9K2itdLF4/DGwo3RVgNxt5zMxrTunVJ1rAMaNRfL5Pwzj/8GS3YFdwRRphQtu6w0zvNEqZFcMzEKy5IJztRdn04T11KZJk8u3nBV3qq3SqVWYYqeGD1brjaCFUtor3TuvQ6Zuxl4VXZDs93ExWHhtL0iztiFJVu8zHj7gShrF7zDkkmahTJ3aWMkVFBnUWGoiU5EzOYhfuw9m0nmkWbRRtqpEvDdU9HHflJ1P1kqudXHhdfVpON9P9iqKRMRP7iR79dVrW0IfRSngeC65eTZbQRFCFGIKdLKRgxxpKQ0vAPB06oa/BoZxT1wv92pZaP1xu1eWLdMw1NrZtsWLm8bdVlGVtyQ+PddhDFuEwq//y+vLPfOhw+ZTx9Xtk14+VCZpiPnc+H89MLpNJv8fV3MU1oy7b6QBKLzuGqCg1oaJReqD/z40xv//i//TlnvtHGRI57aG/fbilfBq5C8GD82GEXJF1P+CnYhpGinxinOpMmbD6wVG+dMs92YwkKa4HA+4OJsh7SQIEWCTyxvV1rZLPk9G69N6sb5mJifXtBemA+B6Tghc6R4R+6V1ptB/f8OHo5A2fd7ztvNsTVaG5Mcx/vIbKiKk3rqwxZhozgrbAyBD+ODx8BT3fBbDmWp/dK6BVXoVqS3vdixa1jNEmBmfOwa6SMNRPeSZ4XNjbLah4Dm2451l+5ZQRtlV/XREcO3s6P++J1NfNyjM7Wvbi9jfPN8w4O6j2LHvvLxuUbZHZsZhPdCakeDofodY/Ha9+5yzJ/UIDGGzRwdJhCTR6UZGrN1yraRbzemw4HoE9U7gvd0N9H61cafaired3+pwcqPhyeCTzxsNL3ZPbJZlJaOw0L3ShAhhmjA/FLQ7U6QxhQCk4s4gXVt3G8L27dFcnR8u081Rc+Ot3eMe7Pb97WjYE4z8/E0orocPho0pO/2HN3h9v3xZ7WZYrfXjPSCpzMF823uXbsTRwjBCueciHPCp2S7+N4JpdueWyutZLbyV6aVtKrMHyKtBbbrDe/VRltzJCAU7E1dW+frdTPgt8643ljuhSl5WoOKkgIsavsDC05WxFe82Nx999+0qsTZLgknjlrHW1Yc4hq1FyafsDxKs0hLN88WWOFzI7ty3yl2tefrajdarUIN5kFDjFW5X/ym8KsmLJGRXgIm1hl7weE0oYx4I4vyUkqvdsGqXfRGiarvJ1d533kwdgt0wY/9TuvmOzKg+0CDOU8XwUUr+JFOQOzkFCKtK6UJpRa2srAWT+3PdjsQYc3VurW1c99WKp12F65b5cc/fB1y94HmMh/P2E/tdb7z9cvC5bbyhz985nx64od/+4nvfvgN3//wG3747nv4h8rzdz/wdDqweWG53Xh7fUW3G5NMTOqZXaN5R82VtVRuVfnp959Z3q54PwDITnAS2K6VhCckmCPECao6+gD/+4AFdVfFuU70gcOcOB6OhGkiRk93DoLQR+JNnALp4AmHCRcmxHkaIwygMkAGNr2gdqII6RB5ekocnk6ICzgP4RRgdMqlVHpuePf3MZJ1YiuKpiORBKVUGxV68QiNwvBcio3Ootv3+WIRb+pG5uGe5mExYbbGcMPkvu9HHR3zcYIZyttjf2XCPBk2ByfvuywXFG02SdiVpWPr9ugo907QiD/vw9RdvKLwzrsdHezjELj3u1bp2Gs+e2EZ3eu4fVhhGTADuybk/cP3D+L9KWUIiRwyCrH9l/3+Mtpa6yTb/rMxXVJtavvzbuXFizUcYUSa1Yapl7fKer2T5gvpKeDEZt4pJRb15GLNhI77mH3vYkjNkTvshv+00x9N9ftOVi10OkaezzPPxwOn6JnJHATmYKNd7XC/byYwrJk9RURkzJ8Hw9U0K4MAJY6YIiENxjRqaUkpIVN6aAOIFsW1lUbLFaFZ3RAGaN0iEGvJOC0kb6LQlOy+WDebZoZBTEvzRDokwoAXuHEwW9eClEIfB4fe/sqCWWtmecukc8IHz7puvLx84HK9Eb3wnM7c1ysv58h1y/SqlN6opRCizctPB8/bZSWLR5zlU3qsyJTeOKjRd2o1v5ML0HpGxBbilhtqog2aUAvo5M2HMU4qFSVItzk9goxdiCIWR6aVkReOqI0DmypOPTu+WceF0dVbRynt/cSs+w96EEvE202nGwjBuYposD0Nu0sLe8OOIi2+o2p8vZ3KJQMh1lWoWzFzcHADiA6ME793Di+B3jIuOtJkO1bfHcF1Wnc4HOuW+fJ64fx04rpkKsLWO5f7wn3tXLaFmu8kNq4l8Id/+8xhPpiirlcbfQcP3fCEjBHbfc2wKbjO29uNL59fOf/hJ3744Xv+h9/9jinC6elgQhqF6+XK5esXJteoWSjeEadGLkrdzK7zx1/e+OXHn6n5Tq8F2n7jU+qWCa6PjjAhQ61pf26JMeGQqFtl8p4UEnOajPwxz7g4mUdNLXVGsfDpMAe6j3SEViveQ8lKuRe0GmAhODGRQGjMMRImo4PE6YCfEjJ7Fm20Og5MmIH/7+HhvAlgAn6E8urjBrlHVMlQripG5NnG+6K0Qo+2A1J17OHt+/9soG+AjN3DbM44pWnFREV+iHbMTuTGDfRb0Yf3YjRMr6Mwg9BxOvzKVt6Azq7Y2ek7j72i7lfhOwxEvy1q+1OMjvXRDn4zON43nbvwx/62fLPjG93Lfvf4duaMfY+48TUMCDk68nFluLCHMHDH+I2Gn1LMooGXYXkTxCm+G6DeC7TaWe4r/u1i1TZlqIKn4nykaaDWYqsLD87tMXpCKdm67pG09CgUA5i+fztPx8TLeeaHD2f+6btnfvNy5HkSDpOQgk24Smks94Vts0mWipG3jJrj0GD3zzjgHvvhKh0OhGm24IhuPG7UmV5jRDj2tVBrp26GrQtjouac4OOEMiIXS8VLIyU7OE/zZI2a66QUmeeR8nKaiYeERBPqOWfUNz9gJrs/OPi/kvQzpxMdYbmYFQDtlFI4Jk8plabKND+zLFeO8wS1cruuto/LZg6vxdM7FCrnQyA6k3KLKinMgzXZUNzj9LoUA+2u2UhATg2NJ2NUa6dV2Pby1Bp4P6Ykbow37O/2XsaOQk3u7gfYuFvsFw20WyfyPqyxva1dRAY+sP2oH3vONrL8Rk6AOlD7+ruaAAmFruVhfqYzbiF20ewnz6bmbfRjREOr+JEQJoyuwA/ZutrrEaK9CVsWspq/0vYiCWUiF+XLbbPvSwL3NfP6dufr5U5e76R1YWmRbc0czs8UNbWytoo2N/YOw8zdLU/SbkcN1cr1Vrlc7twuV3reOJ8c3//2iePz2RbxtTMFT9h9dg6c14HFq3y5Lfz6h1+4v76hPVPVOnptBixorSBaibMh/nQcd4IfVogwkaKQfeMww2Gk5Rxmuxj8WPK3OnZGIZAmkEP6/6h7kydJsiPN76dvMzP3WDKzMmsBMBjMDGVmKOSNFJ54ogj/dR55JYdDcqYb0w2glsyMCF/M3qY86DOPbEp3CgUXVjsEBVRGeKSHuz1T1U+/hbXBdlnppRC2QLlW+mUjRdCeUTEhfpzN/tB7T0yesETCMuOOM6dyujHpJES+GqD3q3oI3psXdBI/WOM7KmOXaWvmrhOM0fXK6gTWXG0FMG42Bkfa+TBk4hUOtdWgFTXzdLXi572gbXcMsmeE4AhRjHk8Ci5qOt3Wizlv7eQgXs8pjPXJgB1vDjzja6/I6W53+VrsXivobd4cb9FeML4kB72SffbiamfzHwC2OxR2e5X7azAikt4QMf/6RHb3nd23oBZw0lGvdDwqDlGHdw0ZLOQpQFHotbGeLzgH6djwGnBaWKZEKYt5tNaGUyWEPiz3rJ1vLdPbK2AsvROwNVRwwhQ8v/9wz3ffPPD9+ze8/+aRxzd3LAdzDlMxW9O8NdatmMVdq6Y7FZBg51CJ1qRNkwVaNJv36/gce7fMy9YaQsFtw/lIPCV3Wu5Qm0n5PBAd4gWlGXI47n3BCym+Ghr0Lshkk+1yXJiOB3PlmiM6fI/Fe+hqft0D0k4pkr6yYflqweyqHO9mfvl4xbvGelkprRBSZHaOrXbW7UIdxJgUGsssFHV4EiU3cB3flMcpGA7excS6oiTv2Wqn9mxaGgGw5XgrVvHp7ibkD97hRdjKZmkKODpGSGiWXjvE0GqkojaKM4Kq0ZsVY3Wa4NnINqgJn8HRxKBc+zEGx+6GBN1Zvl2t5oU4UBt62/tMfztg5tovo+veD68aTKUOT7NIqnHWvBN6d2P5rpYxOSyz0uRpYikpPgaDgWsjOGVKHnWwZTNsLxVOp5UtXzmdIwFH7oHzemXNjWv2fL5s5HalNVuyHg9HWqk4b1BbaebAYUkIMsTXessVbKpspXO+ZP70px/5D/9b4JtvD/y7d7+B1Zqe42FhnuAwCVMyX9wyckV//vkjl9MzMSolWyfeHbA1tmzes3McfrvaQY1aP03JAmMl0qojRuVu6kxh4nB3YL5Bp+EGx7VaSCmgwVG083TauDytUApTGKHfpdD2A4SxpNM8EWIieCEeFmRKlpTjHM3f0/uV7lezavxnwpJt3fS8VTx1dNMxRMRZYhDah3mBxUDJ2GkrwzO2ve6QjAnubpOZ01e7tb0ImS2dvMKmt5/FQF2MBBKiY1oC09HjJKBtXwvYjVQb5Lr/3a+EG/sfW7cYVAqv0yf7N/yDHee+z5MvMdhbeev77HgrvnvZFFH6LnfYZWv/sNSO53D7uW73q/3ir9kLVL8V7B1ZsftdqcOPVYdOlA5i2lTnZDTLJpVoHVoprKcT0HHzYjpDB4fdxvIq9JZtJyzYtCljah+FOji7twYRkvccUuDt3cK/+zc/8O7dPY9v7lkOyy1ZqHS7XnJpbNfCZcuU3silknOhDN9oFXMrCuJRCVTMP7b3Rl2V0GzjW0s1sk43NzbnnE2YVaApbvgQO2+2oX68Zh2Ldy/CFC0g2jljwzrnmNJMmiamw0yYJ9yckGQ+sgLIGJjiNDHNBQViDIMx/Y8/vnrSVezFpuTYVkhhwlKwlZde6NUmoOMhcH7J5j3bCt4lYmToj8w3NgVLJHFUejWXeLrSnFlxTU7AyhfBW2xXDI5iw+O4EM1BRFqldWOhgjMfS1UjA6la4RoG607j0BuZQYAG223UXhBJVhSko8N5aPhfjMNlTiEqAt1jxnwdpQ2YNoy7gIJWm1jpaDOHG+2COvMs0l7NQJixq1OjwbY9eU/2vec4pN6kKQMbQ71QmgWm4od1oBeiD+hm+sXSLL7LfS5IV3KFtQWqP5Cbp5WV3GDLzm6Y0qnbynz3wGE+kJx17Ofr1ZbprZkuaEBLu52f0GkCl9rgsvKf//gnvv+P9/ybf//fUzbBO+X+fuaQ4OCyaSX9REO45EJeV1wQ1FsqBQFKzrTNDCOCD6QA0RuTMYz7yjLNgzVniAOqHA+BGCLTw0I6HFCNN+cYM53vdCprgbJtXF5Wnj8+09eVJcLD/cIUA0E84sIgDwlxmnA+EWdLPejOj7ihRiGRJVAEglf817y0fkUPJwZdBu/ZasWpoK0TJSDO4u/QYaxxKxb7Obabau8YF4C9EJjO8MZM1X47Q72/wphu7OBMU2lmBs5j8qfomGbH4WD2aNqMINJbJa/ZEjjQoRUchXGYBdiMu28aGa/LjSlvr1B6K2T79+wn3X4/tZ8n3BrY8SNf//yLP7b/VW6FVb5Apr54srXg+5Pk9fnjd+iqNOmvtn6quLYXYoNPjSlbWZzth51TJFpgQGsW+FBLJZ/PJCwHuJWKl8D9cSHGyPV6pdbN7lVdjJDl1Sw4g5EwlxRYQuAQAw+HiQ9vHvj+u0eW44E0TeCchWvkMvaslvCRc+P5cmXNmW1bLdBgGAX0Vg0lwPxY1q2St4w20+mHYFNzb52SC702JPpbIEP0Nhw4TIKSkhmuh+CIs60A9oIZve1FY5rM2EA88/FgUpR5wqUA3uwNG8aZcWrB1WmZLPPTy9CN/pUFs9RKc4FST1yuZUCnUMpm0504Sq2wmdalt4YScb3hmsepslZBgh8vshH8zCYbEiJC4U6U64AdXBDENZN7CEhvIzhabxOadvtFc+5Eb+47NVv0k/SGhESksPWC4BHXRmDzYMi2jOqw6tJ9UeiARlMxXZJ0s9XrxTgHXc1FYme6fqHxGhw7uhZcB1Fj+4qYI43l/jWCDzgc3lWTnejOGfPEKDgCtdpr9YK9t6oQhWvu+NmTW2VKC94F5KhoUULttL5xqI2IosmkOZfPz7hwx7knijyS3v5XXPTPuJefCCqmW+yN3DNy/czx7s6suHIhpYmpVnzv9NY5GFWIpo6dDWlNgFkTfv6c+V//l//If/c//sx69RxSIdULx6C8eTwgMZLXzOlS+Ps/feL56TP4YMkibtiYVQ+tc5gCKQhJbHredWPLsrAsd8R0wPkENOLsmQ9vbo0NU8BJsENbM3fTQiby/HTh+emJ1De8wH2ANVmG33qF6A8sdw8EHFMSDm/uCPMRVW/kLqeoLxRV1nLlz/U0UmgCuYO//vOI9wriDfGIY70xpARVzSpvicGccxjxUr3btkGsmFpgrwPM5Ul5lZdUbWgMeEya0NVWHp7hIjP2dqpGwpgOgeXg8BE79wJpChzuze7s9KnTp4k6V3KpQ7s7CEljOnNihBirXWPNocMIYRQ7e3xZyva5bTR/tzWmgvjbz7DK2cdUaMXL7UiRWuDyvr81whK8ltUBcQt06aP8+Rsca4byxkzfWjW99ph4PaZfNU22syxEIOJYJrMbjVMwWLfZOqcWs3vr5wtvJotFfLls1OZ5czzw2+++o0vkdNm4nK88P31Ce+X+GHi8v+f9+0fePt5zN08conCcPMdlIj480n3i0qFeKuu6cr5cWdfMlot9LrXx4y9PrNfVuAjozWxgTpY6JeJozydaLWZE321HqX0jzGZA4KJDHbx7PJLSZI2xe4VKQ/SkGIgxMI3YvT35xXtzC5qXgQqFYDD/kkao/Ihu7JWGuUmFKoRun0q6O+BTIK0TedssEeafOkNfO2CXS+ND8DgN0C2WRbuRYVR0xOhArh1xFXEWsRXFDXx4xXezZltz4eATuXZar8zTgkeoWsbi33adTTcc5h942erNa1FUUQlAoTPs42p8dd8fS9uwF6vRxY6R7gZx7N3m7uRjKQzeGHBiOzrB3HtU/Ohfd2OBCkOobWI1f0NgnLrB3BpfY082sL2nDAjKSq4JnPZcPLoxc42uLkzege9DnNvBOzOwp5pwxlv+XesNGebZkiz+powbxvn0kfmdsCwT7urxd3dk/ZbL5RkXBjqAYy0reVUu1wtdvU2aIVC8Z06Tjfe1GkmrFW7BvOIotaFlF0krzx8/kXxidsrsGsu84Lwn18blunH6dDJ7vAa1rPYWipC3TPJCuFsIIdBVzYvWecTZ3nI5HJmXI2FecH6ym3qAeHfkemnky5UkHVxh2wpaNouZQzm9bOTLmZQ685IIIbK0xPWa0Tq629ZIh5m0RNIyW5yXChIVktDECgteOE534Ixx+jpR/TN4fDHeeBGTWimk4Mk1D9mBTTpehuPMeJ6MKUp0z3vltvfs+6Q5vGh31q1F6OnQaeotOD0OQ+27N5G0GOxPlyFgNz1eO1TaBml1xKvHuYbseZ7jnHQx0o0VPIvGQuz1vc6C3L5+C4Xei6W8DpLwxXS5f01ep8J9H2pnX7i1yvI6gcr4xl2C8/rPfRs6iFK606KsUTHrTX2FCfdXOu5pglBaJzQI3SZ6HwLiTf9tFoO2TgkoPVgI/HntlHyhZmU+PvL+7QP57g4QTucLrUOav+HNu9/x4dv3PNwdmZPg2aBfOOeOSDEOSimcThfO5zPXdeO6buRqjPcff/pMXje7nzlrqpYpUOfEnBrBe2RPE3GWPLUXQe9Nx2mrFsd8vDPZnLecSzNZcLfCGaNnOiyEkEb+po6CGYmTmRp47/DR4UK0649uLb92qlZa1ZFuZV1NjOFVSysOKZ5/6vHVgvn+wzuke3PdERmhnwJh4pCS6Q77QmuF2rqxBmOga6PlDfEwJ2fJ7hLo2tnqRgiReQo2qTYTfjts+VsqTBEaRtCxwrLHYJmQvzWb5FSMNt1VzRVkSDXUYa2j7AxY3ZFFuwk6QLxBADJo1QPP3yfZTgNN42yMpHUVuuxH1H6++TLtOw4Fsam1GnZlfaWYCXDrxhvchdhVdXjOerzvwyVfR7dsF9K1VMRH6i6ybY3YI1s2w3tRJTqHzAFx9hlor5w/n7i7f+B47PQi5GtmOh7RcEc5PaNqO4M2xMk1VyP6aObx/hve3D/adIEnb2d6ldt75bDmwDmhOZic43h/wK1nprgyReFwd0ScY1sz1y1zejrTWybNlm6ynjZaWfEIKp7klRhNnNxq581v2F0qAAAgAElEQVTbe1xcKHkzEuDhgJ9mZBgPIIKKY8NxyhvX84VD98OY37I75bwhwXYhkjthsiYgxsiEx0vgel7NN1WFw3EhLhMuJoOhxSZ8N3n7zHpDnBJCMPi7Z1pv5PJPJ7T/mh5OBb0ZlA8PHOeovZFCZM11hLfDsK0aLFU7F05ewUwZJDkj05kI35i31gTusgycw439pcOmq5gC05w4HBfm+yFTKR3BzLN9CMx3ZrGnLrK1ievW2GobRiLc4Nm9WDuRkeupt3sG+spadzpgzv11sbsV2UNv/xw7S/a6OEwRhNFUd77MP72VVGFM3GPSlR3KtlXTzci97z943K8G3G1vlU2aigMJIP4GY5emhGpQrPc2xfkwyIXd8mgHzosTj8xCdJ1rbmzrxRqjqTFNR37/L35LLhUvwrfffcubb79jfnjETYFC4bJtnJ6fiL0TfBwcDjidrjw9nVmvVy7rxpoLuVZeni+mhdRhshAdvb6uq6YYBsFrMISdQ0LAT2kMLKbJDDEQk/EU3L6P9G6YFowhzFvMWJjiWAkYA9iFiIqj1o7WihCJh/nGNWkohcrWK7a0E3Ytt3gT6oUdCv+KTOyrBfPuuNDVKOVbLuYF6q3DqdUYn107NVeTUSBoBaIAkZzN6DlFWGKiDjF5TI68ZQvmjR1fKvRkF6cbfZl2lhRZSzX27LhQozsAm1nloXYhS0E1jMMhZmrAK7LS9zeVZnAsnjaW94zDIF8aKNOpjKxMPFBvTDeLABJE6+24KJ0uu5ZJgErrr5sIMLamnRW97QKtUMs4BIHc9gJuhzmXPtIhjE1GUap2rpuxTaN63DBzj+KgbcRuBKCXzxfefnNhmk6kyfN8KkgXlsPC00+gtdzyPC3p3W6FrVS27czx+IiOCco2x9Xele7ovQ76uGeeEsd55uH+jrmvHMXx+PhAWiKlFGqrXC+Z6/lMb4WU/HCU8fSsCJVljkwxGDo+mJTz8Q7iDDEZhCXO9oi907YrLgX7s6cLn385kU9PaA6DcejwU6KUjrQNnxJdIIRAmibmeTbcQDzJBYI4c/E5TITDhF8SKmI2i1LpMnwqh1HBNZu5gmUUXjmfn792jH41D7OMs+vdOcF1btdzV2sEcs2IWDeOWDGdYkC6XXuM5+x6Oh1scu+MVWs7TZOEmC+IDo2v7e7THDjcJ473E4fljjfv3oCr5OsZerGfHc22ETfhvFCrmvFGNicsm+ysMe37eqRbktFuf/aqxdwJazuUa6/vZmOH3besV7WiJuw7yNd7wv6dtosdG0zdC6N8safU8TP24jtkOGrTr92Xdoh4FMsvnqsMkxciIS2Akrcrl7oZ2iSCuE4I/VbIFKu7wTmcOpJ4pug4zLA25Vqs2bieP0OvvPvwA9N0IM0zd/f3pCS0euFSGnk7cXr5yPPTj/jezSHHmx/19ZI5PV+4nC9ct8yaC1tpbJs1jjqY9aKd7CEWISaPx8OIGXQOc/3B8m5LbiOSSwxKd+biY43D8MQVzLoT+x5zCxsNj4wdtoKWTtsKuLHWqmWsgndjCh2sY8ZcIsMhbm/A7X104a+cMC+XK8c3jwQVmnoOx0RrlVrL6CCFEJTD4x3reuWSC7UVZDOdpLENQca4vRXb5YkomhWCWe6hjjIumRQctZqx7xSEUpxpIgWkV0Q9h9mj6gYVGTxhwERGN/ajB7Rw11djcyfOJg9Au9nB3SAj8cOoeBRE9qR3MxVwbkxWuruE2JLfiaJ9dJzdinC7lcpdomKv349OVDBNpjHUZHSxRhIyMpGn0gyGIVB7p3ePD5CLouP9EdcJAiEpqCM2IXYzqc9a+fzpiW+WiJ8UeuPl4wtzTMT5yNMvZ2Koo5mS0dHaHL/mDXg2SFqEmi/DiHuHz+yGFaRzjJ7vD4E/vL/j3V1kmj0+Olo3d6XalOuazeGnZooYRL8cE4ilhSQfmZeZhiPnDM2SZ0KI9NItRaU1Uu9GFMoVX83m6/njM9vLhUSl+T4u/Apa6BKR6GkSh29lMIPnOdG7gy5MccI7YT5MhGWkjxwCgsdt1pXmdmXryiV3ENufOhVoQr4W8vn8tWP0q3n4YHZndSA2bujYvDdPYecFkWgRX952eK13Y25iDZ6dH/Mp7mqs9+CH8YC3G43QbE8/3H7c2Nv5EFgOgeUucP9uZloiUzoQD5F+ONDKSu8ZS+6zxKMWIfpMikIIgq8MKG4vWkNSIoxwdr1FAALD2F1uE+eAn4w8sxdM3Usk3Lz99qL5pT5TjHewZ24ie4NgRU/H8+SGz+7QsIzv3R87rWRvpL+AdVVxuutKbbpS39nWDYfinRJ7J1eDhkyqoUQn+GAEuO4c0jpeYXGBB3FccqW2kVGqF6bgmVNF9ERdN7oKJWfO5xc+f/7I8/MnaGbKIU4sdHzrbFfLwc21sQ3ijykUduawNeGtmbfs3E2qZCskDKFxSqiKrJZaklLA+REijlBKJegrJO6co2OX5K6hb204Be2fgXX/o+O2hJ1cA0Rr97sY0zaF2bx2m93Xb2uG1qmbBXF3+St1mOISl9OFqo3WCudrZXIBULatgDaWObHWK6hh112tiFoh60acEGHLlpQgYjqsEJMxXl2ndJvpBMF3W6jHQcpxfg+F3n0uuznjRM9hmVjPBXUV12yCa2o2e+OTw423xSC1Mhiy+w3AinUfC373hc7TcuMMS9r3dl+YXtkkOWy7dieQGyldw41d6wc8Y2w600LRh/7N2W1LhyOGqHVf0QW0Zbw6olPM4SIQB8GJ0NCi+GWQNKIzWzzvcFKITsi18ctPn/DRcfdOSc4jeoVSef/uG84vFy7Xj0xSCZjVnoW/2+EtOdPU/EVb69ThFyoY/Xz2njfHhd99eORf/+4bfv+7H7i/f4CxX0Ur69a5njMlN7vJpEjdLHA8zAFpgZ4rIh4/oFZjNwuny5XJJ9ba2c5Xci5mcZUG6zJ4tAuXzxuaN2I0KMFPkzUdLeN9w5FouTKnSAzRROTacMHjRupNCNH2IvNiPpcES52bIagRXnJvrM0Ob/QdXKJsHS2N5NPXjtGv5rHce7bTaKiqQXs0sXB25+i9kaKn1D2qy85NG17SdCOkeOfGNd9vsKMxI00cr81WDeKa3ejEUKUweZZj5HDnDZqdHVU2xAXCEmn9DE5YYiJxRCpkqq38u5VIL0MzrbxKM6zS2fkzBfxNI2ma0TAmzc4/aIjHGVe1BqhhUyDjngFuMNX3SZPR8A5Dg/Fnt/UXAwrev/G2uuFWePfJUtn3rV9Mqowirp1aMtuw4NrJgKUo2QtTVEskUZPdWHqFMOFQZ7Fru42ctkJHmBwkD/MyI7MnRWjFjEwcQq/Kuq68nC88Pb/w8nKilco+Be8xbBYH1ofZejNiqEKIRnwyowZoVejVnNuyNrRb81xbxcOIK3R4r0g3ol9LkXUz8/QphWGTaNdgLpmUprFXd5SlEJ2/FU3vTL53Q0C7UnoGHIVuq7QQcWFi/CIW4oGSV5PR5a1SqtLlr5ww53kyfLpWQvKccyHNkW010f5WGpctE4LjGNPQPO67QItVKlpJwZH7RtBEiNYRWAfYDad3JlAWPCE5KN18X1UIzsQc0RtbMmIQpjojK7RQqdkjahZMOrSWXa+3s7THA9V9R3gDTISbbRZ28dr56PsTB1jj0T5M1ofdlzD2Gh12qbSOrlJ09xWyDxNpYyH+BZwjjLQINf2lvObm+WjSHedtT+o0EMMgCqina+XaGvRIcI6k5mYUg1mZLZN1e6Uqn39+IgXH3fGB8xL4+cdP3L/5lh9++Ja//ePGtj0jkyIUg0Ncsr0BQ8zsYA5G3w7BM3vPMTm+e7zn97/9wG9+84637+443t9Ta8NJoHkotXG5ZK7njVJt2d69sDUQF+milNIpV7umxCW6CLlulPVK6kLpnlwqdbtSNoO5+1aYghIPFhy7BIs681JNAhU8zkW7HiKk44zbHLN3duNk7FG8Y5oiKVlk0LTMSDSHI60ddZ7mAspkHqddwVWKFqIL9GrXRwgRF45fO0a/msfjd4Fn2bh8HoWwKykEtgFdabeTEIOl9+wQpXa9ib0tj26XPDCaQZtcQh8hBKPIOOUGkU/RsTwEpmPg7Xd3tNrNXNsHfPSEKPQKdStMywOhjISiDG3tlm+o1gDbGdwLVB/Fy4iItmeAAmayMPSiUwjo8JreoVYd+8K+/4yhljF8D8Ab7Gxg0e2uYaz4sdPckV70tgPap0c3YMW9uspAqPa95Y35P54Ou4GBsuVtkOxsyHADdm4dqkJu0Eoj54IXu4+G3mjFCHpNTWrWqxqEOf6Ca264FaapWih1zrRaqLmQa2ErhfMlc75stNpun7MIr8YHap63dURhqQiuW8FyYAk23RrnnM1uEZXBc2l4hSkEY1x7oTmxEInWeP70Qr5s6BLxMdAZJDRnvAjvAoNpasbtzszVd3KQJE8fqows1ow3JxAChAnxCe3FrDN7NSQsN9rWKNl8lfWvLZjBKdMcEQk4XZlDpI6YqY7ReSV4euucc7Hi1oUaTSzrQiBqp2F5bt4JyXmzvPNCaFCrWeD15uiuEnzCJ0fZBtHHCV4dQRQfLOHdBZOLuG43cSkFbSMH0/XdeAQRs+ozrc4uTQF43VU0HVDrmDl1fFnYd6RWPFSGxd2XyQg63glxJn/BND7I8IEVub1XMij9dvIaggfdXYmEXbOKdkqznMHgQLtNnKJCrY1t7fTZ3IqkN6buKBdrFOLkIGCp4b3j1QwOXj4/ce8dyzKBg48//5nl8IYfvvuOP/6XjV6VLjs93hFdRKXQnU3Qc+osMRK8cB+E77458sOHN3z/3Rvu396RjjPqHOuYAkvtXC4r2znTm3LJla1lcq+cns6IthFaq/SisDg6nrwp53NmvbxwrBNxe0ECKI1tu1Jrx/XOIUQikdIah7tICzDHiSnZLjLGMFLcwd8tuCjE7nBeiXMkTDPOJZxTpmUiHQ64EAYMPmwUQ+IijlxX8/f1E97v0JI32FKUuCTyPw8ZJu9/c0/dMuUi9BKorVlyhUT7/8HgWBHbAdVqXzctoDUT4oyxuDNR9zWHyuvez8Yk2wt5p4TocMlzuE88vD8wPxzGiTNt3JQSITa0z3QnSHDk85nL+ZmujRCdEcLEIbKvWPZ5cafgGdO0D7i2DTLA6FfB+bG37DdnnR1C1T7cv8ZO1tjydg9xOzzrbcePmCzBQqTtfFTVW/Nwe4yRdABMt2JyG0d1x2ANGrwVTQWVZlKpMflHN9ikzmDnUkGpXNdmGbluTN/BcdVu+12xe0irSuvCVpslckhhyxemlOz+1+pIK7FptbTGNvSVve/F3353N4iVFplr3teq1lCZk5H9auJ0GL/bpNdbp9c+SIaW92tLD+g4Wu3kLZslYwNaYRNP7And1RNAdA43zXgX6HmjVo96N/4bEKKxvLuzHbwbCEgISEjgE+oc4gLqinn3aqO3bObztdOKjvv0P/74ukWJj1zrhcf7B7ZtY1sv9oa1houOOQVzUplncs72AeA4nVa8hxAipqUoBBG6a6h6/A5xOGcuFCjemcOHIkh0TGmkb0jHi+JD4HDvme9n8nPFDSskvXSmlkwHpOBxY3fZbwfXomA6t1gfGqIeS7l0N6z8tlPQfTLso+PzA5oFqIztAkXVumjXaWKOI7InV+yQrhiE0MR+Zzc6YTMntqmZ3Y1IMJMCjXT15KbjAlWL+XLYPmlzBD9BdaxaCV1YEkP+kwkS8Mlo+NfcOD2bcf705i0PdzN//ssn2ukX7h/ecXf3SNmu9F4NPm6NohvOdXxUlgWOdxNvDkekdR6j47sP7/jw3Qem4wzOkbduKepJWE9X1utGyYWSGzJ5Lq3x/HSi9szTx894HE4a8zSxHI9o8FxK4XptbNvKdb0Qu4e4Mt9HRDraG14rKTrmQ+BwsMlyOiRcUpbDAR/DsMeazMhZwAVHFPB4Ugoc7iemw2JOStJJh0iYo2lQu90E8UqjkGsjt82CebWalITZijuZ6ordaPo/HTj7a3rcPd7z9ttMOW3oi2l9t1pNvjOkJC6aHlics4gp9qlCR8oJuMHgVhqdkdv4xbpCBhGHnbk623QZ5sB8fyQmR4wRlQN13Bd8cEiaiGL7qFob6sAfJ5bWOJaNl9Wz1o50Y73uRebGucH+YAyc+9BG7cpa+9hbjuI3iqZ3IH7IynoYCNWwtBzEEjubbuwqzfRD+5iwteG134goX/69cNu0WrF2YzXE4CvAFy9c2LUkzr2KUtxtrrWfveZOKdtAkBpdG3N0TN6xrkpthRjsum/dorlyhfNaqL1Tm5mNW5C458sUFytyNjlqfx0wdsbzvi6xaMM9eHw0AmOyNtZyt/322DWW0m0yAmSk0Kgzez3dDRiy+a55MRleL0NP63XsnaFeV5JzuMliu9CODmjakGzTbfvgkOBoO8ThLSasiUGCwXu0ynjLG9rNcL2VSsvK13xIvlown1+u1Kp8fvqEAiF41i3jnVDKhbJFvO+UvFFqw/vAFAMaEk0rOW/EGO29ihOuueEaA7kVWt/M01XtZcQQTFyabZI06yzPw2EiHWB5cBzuPPkuMk13OEk8/+UvaNl4clC0UquDVsevttsqCVs3KMSrN5KODKs30UESAVTwalmYlkIiEBpCA7GeSKRZoe9tFFFnhu3ODpFzI2kFECcUHRE5A7pR8TdLKucsO9OZIouogZDMIN7JkNmIcs4VhstK0ISXNqwKHZXGtVceD5NNpSkSjpC6I5bOVBwlC9vzRr78xJu7hP/e86efV375+U/8t//2D0iY+fHTiY8fP7OtV17WDW2Vu4PnMCU+fPieo3McY+D+PnF8fITgYT7QlwdUbW/y93/3t1zPhbUUtlpZy0rp8PMvLzx/ekF6p/fK8W5iTo4lF6YYuZRG/bjieiFpJR3umMKYvrvycHfHHI+Ua+Ewe95+8zAOjCDzkSUJy5LIayMm4eHtHSkdceKHsDuTomc5TqSHR+oGURvLMeGnSEWoubDWFZVOqY01b6iviPeUWnE47tMbCgt/Of1I7SuinegCj8vd147Rr+bx/W/vEfeZN+8f+PGPJ/70tx052aQenDf5lrOiEIMHZ2YlKUx2S20G99VuRuqmX4NCMWN179BeYUC9iiIeXBQOj4kPv3nkzYe3+MMdyQcKsCRHCIXmMyEUUq/ErbFKwS8ToRVKzuRtnFFbCFpBUcvStT0ktynY5Fa2/zJIr5FdM3RKhE1sIjJfVk8cFn3mGBMI8WgkHO23nb6OmCorZpbvawoC00P3EbpeehsTm0nYBhZ12wcr4+yHUYBGJqfono05ipPsbmFmumJJSHviiq2PwFZWrcLpWlmr7W5jtCZ8q51rLmxbMzMPviAs3lyX5DYpC8YXcV4gYBKNL5jADSuerVvBvMHI3khd+0PVnrtRTWPelSidIK9sfEe1qVQFitC00lrk+HBvCJGz6D7xlldcazNj9rLio+NwmIZO2xqRXYKiXqjBhi4JAUKiimfNV7JWogvMLpAstQPRjmsdLZ2+NfI1k/NfaVzggrI+XQnes16zhTv3ylYMAhTNLC6gQYhiJIpaLYZKgeBnMwaOxgbdauEQF9oO3w5CkPpGbw7nofWxjO+m6XRAejB41UeYDqDB2dKWzSR5LtL7ZhdxLzAUNV4MMsIp0nadJOiuuJadTWsX7NCx4tQOhBOFZjl0xr4cnaIOrZMOEoEbWrTRrI0MC/bwae9tytTe6AhhOKt3xn51mNGbltSm4DY8F/FmVCxNqK0SY6M5ZwcTm4anMJm3Y+sETXawfCJJxQ8c3w0ZjtTM/RI43wd+WivPn//Mb//lH3j7zR/45ednfv75Z376+JFPn1/YniqtrPxP//P/wMP9PY/Hhegr0s+U7YmXXEi+sa1Xeil8/Hym5MJ1K7ycznTXyA0+f3oyHebI2tvKyuw9S4zcPxi9vRfLspPgEGdhrz5G/GTejqqNNEWban0kxmifQYp2I/Se6biTeoyJK97MDXyciSESjwe6BLbtSt4ueLdwSJHgAlkrTIGSL1xz5uw64jtJIMVEdAt1QLStbyawd4lSC5f18v+5aP3/+ZinI+++ec/p/InHppyeHOVqE9i+wzf2toV7p7AAG6N6AK/OPn7EfsnY63vnhguPNfWI+SO7BCnafqn3TqsCat3+skQjcUllrVdEyiCDCKoZdGQqloY2G2fsOBu710IRLCzgJiOBIUccE+4oQjLsM3feQWcvgqb99mLEllnFmuJ9Yg62S/WjUDo6Idj5bWo8gdLqjbHvwHIWFYw08cUkqfskx2vh6l/M5n382fjrHbb/dWL5ruZA5oYgVm+vv3XoVSgdgtjusIsZyuRqqUpfeuOGMIxcBjCyo8Oqplx5lXX08Z7q7Rt3/auMe6nAa7G8vecG2bcGzVXbVauFYEexZBYRNW2l7JO6vYgYAzFG8w0fWky6jDXbmLi7DRQp+mHgsOuWbKnWvZm77Pfq0itbbxStlk7ilCBY4NWY4/U2NTdq/SvjvbY144PjfKrIwPBrq4Qw0Xog+TEaA40OTdnKxt2dVf+8WmxMFNtb4kaXMmAOJNCl4MYpE3GYHazBqTE6DsdInN24oQaci9wfHa05rs8F1I9DBqV/IbQGg0tcGPsFs51SCmb9ZcSBsYkZMJPtR0Sgi3VcOgTPqial6H2HT9X2kmKOOWYp1gdFfd/jYGbS2lAZLv6yw1c6uk03OjujP/shI6nahtLDA0b792YVZB1siGy5G3zhhW2rzMkixsqmLA/h1f1o3ARR8wqV5nmzOJ6TsF1P/Pjnv+HxXeHbb77n/TePfP/0LX/3l595eXrmzZL4/g//NT4ueK/0duHPf/pIWz/T18KUbG8ZnXDNwtPHJwCeny/mRyuBbW3D3ccySbsKGs0ruKoSWzGC0yB4eXF0gbTMECKXywVRJQxHDlG1ycIwbGrtxAguJWq2bEsVmzBcMMq6+DBSdIwVV57ORNeYjjN+iqTo2aijGFhKSRbD2IKYYfm5bJzzymE6ID1wXa+crs+U9s9DVvLnn/6e3//u31Pbf+DtD47zpyuffqwWEQfjGseyC6sJvENIwE5gsbPpfbD9lhgZz7nd8UrZPZF1TILzUZmOnuVwYDnOZmbiA8scianR3Mq5rVQUrx7fZmbfyXUl5yFjWAutwGvBthuuyLiex/5yn+Z2CLPv09qX/97H79EtL7aNc+3FPKxhbwYs67OpxznjGXgHU3Sm0xODA4MTmxJVcS6g6s1+TUG0jAIzCuUXe819N7izkYNzxJRQzJK0NnNUk1FtZax09vvHzvdFhvCtY0kgzmRDXU3D+GXItjJWSAPT6tgE3WX3QBr4sL6yhLkRIEcLMZjJ+xZL0LHn3YsqVolGwe3dbP2cIeGWAOT2O6DHYVwN7+Vmgxl37adzOB+M6Dm4JCFaRrCIWuSZt0AKxj1ZjRpC9aaCEB0EJTVtsVk3NrLadCld8a1C6+yB2/9gF/3/eny1YC7LzPlyZZ4ja8Zs71oi+ggD3liShXiqBFxQYyRVpWgzZ5QBfZxrtWlPPNY0FDzeLOFKtcXtuCC8OKL3pOC4f+shNHyajAAkwQKkY6BfGzmam9DrQZERJi00GY49vSMYvq0Dp9+jdnZmLzuNvtvFYn2QfR0Ro6WrpZu44fyDx9IuxqHtysjRtLfVydjx7DcTxvfJHqm053eadRgD4rFUBm8sMnFD59mt6OHM+b9460R9ozSYXKARuOZOEE946+nV4BxcJThz+e9F6dXxfkrIN4H/8nHlx5+e+fnjlce7j/zmd7/ju28/8MNvf0C7EpxnU+Xlz/8F369oO/Hp89/x01/+hofpyDyteCdM08x1LXz+5YwE4fSyclkzpSvaOjkXK5YD2uoJiJB7JWHJ6+frSvSOrg2XIpIip3Pn8unKw7sDFdsTyWhr87aRYuR6XRGnLHOyDVQxfRjZETyk5CyOriu9gtRKCImclevLyoSRpaRlUnIIVqi9E3LLXJsZt19LNncVAufLhefzE5fyArJ+7Rj9ah4//vjCcfkzbx7+wI8f/xP3Hxz0T0Rn64rX3VvDe9uRuRES7M0819YPYo43vXe6f40GM4u24Zcqgncd5xrLPfgYWQ4H5rsD37//DZMv5PYzz+1MbYVchaiR0oTYClqh5o3SzmjMdiPEjGP3Amh3tv5aEPbJTcbc8MWUZKkm7IjuKChWbNxuadnBdaV0JfhhKC/2M8vIqO3OQTMosLSOtiEFC9yIfh3IzcZE0662W4HpO3Tc92a9DWayZ54TMU2sW+Zyud6CjA25MpvCm2K077+RNZfad69rs9HsO8QqgJhFZG/W3O/sXT9QADMDkDEM2F/Yx9T3+h9MBtf7rYjbQ2875KE6t+lx8Bv7OP/DbBfvMSMM52hNoDXzZR5NqnNjsvT+tveNPoA3UxIj4Dm6WiykuIoLzvgyXmy6HB7JZVyXbTQH+yBbxyAhY1KO2vHNjBcsEeavdPpZ18JOB27DR/T+cKS3fnN8l+EnF7x1LXMMSK7goZTGcZq4lIIXTxAje3RRSoXkHZ1kcElXxAdUV4IzmC3OgfkQCNGRwkwuhSkFpmlG/US8VuJsaQbiFGkd01XaaO7wtGaWXF4MeopxkHN0tyZoozS+LveRQY8fF8V+4KDjxzEw14pxELpBo3ssjD1zFDkUhmOOnT+7iewG7gpos9fkxdG12A1LkhVv18eFb5ql3oU1wzdvH3E+8Pz8E7kZYb6tmWMKBGem6LV1clFcsNic6EzCg59xInx79Ny9+T0fX1Z+/vTCy8sTf/yblYfPH/nhN7/jzZtH4mHi5z/+70wCvW18/PQjn55/4qc/f+ZFTjw8vgFvN4VaEqfnM3jHKWcua6GWineOXCsSzHS5jc9p3Rq9rxwPE7kp25pxxwNrbvgYeX658vmXM65nWp/pW2UODT9FMsLz08qb+dmUw2IAACAASURBVI7L1qi64o4HSrF80Pr0gmggeMdyWOhbJgSP1o70RloSEhyX89l0vMfIpZ8MCkuHYWgwAYVrvrK2i5mGx5nnFxN4r9vZGj//z4Mm+8tPPzNNkX/7h4XH+Rue/d+SJlivO3nNyDa2yHT44IemVk0+oEOcbl9GxJJhGmVMlzLIJGYUkuaJGCppCkwHpVxPfPP+LTEl6vWFtn4k5heWFLmunpo3k/v4jpcZHxqHh0prheupw/OuTbdJYNdhvoKxr+YAA1UchXVMeeJ2gvytwNpNc3cGssD5riZB0n2Fwx62rbRuBiy7m5Ho2J+JIMEmNgwsIR1my4RU86huvVNrs9VWVdM3jyBMQSk1G8Gvj6nNgRfFSbd0DW+60K7doFyRG8FKBwog3jSV+wDgxxvR+2gtZDg+4Wy/fKO2DkKU7ve7fa/JbYd5E5/u9317Jwei9vpJODEzi5sRy36HFcv2TZPD+0CrRjdx6EhiGfZ5bmdEG3SavOBivH3CFt9ldnbaLUHFJEqWdrO7OGWUqmUYrrdxJVjtUjWDCK862Fqmt48x3gw4/rHHVwvmp89PiECrlVIqaymmOxsToDTLMsOL5ZzJXjyjMWKdCet16I766NZyLQRvDKWuzSJ9qkJvpJhwPeAXT5qFZT4yPXradeNuNkiuSCM5YToq4mfmO+Fv//bEWsyuzo9TsYuIKyO/T008bZ6yzghBChZjNiy/RhKBY8fxx05SmnliMhbVXnEjwFRHJzts1l/p6d32Il54naB1jKZDy9mx5Ahhz800mEm70pwao1h2SMeicOZ0oCG8ff8tp3Xl+enz6HCFKZrYfssFiZ6tZVLvuCWS/IT6jjscOV8utNZ4c/DcHx748HZh3Yw4UMrGy8e/g/KZw7sjj8tbvI+8nJ75+MtHPn7+xOm8sfYrW1FO540YOh1LJeld6d4ySmstFPHkqszBW6pNdtTuuZ4bYQbtjvXc0OroBH55vtJyRiRyOV0sY3WzvSHSKALnl5XLeWM5Xyy8NhfiHIHAuily2QjOAmHzmknaacF22zZmZsKbBQ2BrQ9LQcxo4xAmgp8QAoeYEGcEtFZWWimcT0+UekVcNalT/AqG8yt6/Kvf/Yb/6//+G2Yf+Vf/8g/88O0P/KfHM7lA2SriDdpqteHjEH4Eb7v3oZtwDJMONV9TJ2qTZ7NcWsGmFnwnHuDx7ZHDMRCSp5aV6/XE+fQR2ify6cz204np4WBOK83TpsC5VdPDqaNXI+ntJib7lDXaW25wJV9OR8pNbymCR4aTlt2D3OA26M3tx26gZtRh0KtzMmQTe8ndd12eUvooZKPI7NwGxqQUhDl57r/9lul4Rxcl5yt5vXI9n7meL2xboZbOtu7GBJ1SC1s2E3xhQJVjIPGeW8rJrgH1sjcIY9oUW9fYVHmbRYf9m71HukOZOn6nHR24MZsH01X3++cOs9s37tOk7P+i3GRxe8i3x6QwePeagerMrCJET0ieFDwkoVd3Cyg3fetoykRun5PB1fEGFQvgfSRGK5IyfHXd7GH2yOyQKRAwWWFpeb86qNpxLuJUCL0RSiU008j7aO917//0ef5qwYyucy3KtmW6dmIMrCUjarmWU1oQp2wZ5tnkIqWqaX60MnlLovdOCX6ygtLB04heaMUSTyYvpplxnhADU/I8vF+Ykud4eODb337g849/jw8mdq9pZlmONHlG3BGthRBtQSytDnJOR3q36a6PnaRYpqQXT3RuXBgRpaDSLKMScPgxNahptMTdnEJ2aAIRixNTMSuqAQEhUAdMoeKtMxQQtxvAu8Gs3YbSsw3IdxRarLXsWKadEkxPJSDVDoPWQkyBH3/8Ey4ls62qhZodVzrzQ+Kazf0olw44dNkTACZzs6CDg9PnCz04alt5WCb+xW/eU31iSgdSmM2w+Hzm8/nKeT1xOl85nSqnl0ygs5Ur62rG8N5X3JAidOm2w6wVja9aNaWZsHxtuCSENHE+b9RrZfaRdVOeTyt+gynNUCxpveWNaTG7vG1VPv/0Qnk+8fBwYFszl/MJyNy/+YZtVdqWScHRpoQmM1MnJkK07rGuhfUipHcHmCMuOhIzkmZ8vAM/m6uJmn1XqYXL5cL1uvJ0/YjQLXJo8vig/8jp+fU9Prx5z/rhyt/8579w//ie928/8ObDH9nOmckHTtdsJtlipDPbydlE4WVgbDAmKGNi7jCcEduM1SnBMmpdrKQ7x7wkfCw4NWlH3X7men3m8rkiPXL+dKU6RWXm049XXNnQaabVxuVc2C7N9HFdB+yLSZZlJ9rtpXOfcQzA6bL/2/iaGtdCxCwS+21iGtPU0FLvDaruTkIC3oWbTrk2WzPFMRW9QtB2PSzHibu3d7z/V/+aHgIN4370XDk9febp4898+vkXSl2puQ0I1fZ92l9ZtTZxDXW4G8FkY1h2oyju1XUvpqjp3cH2s7Ur2hu7/Z+X3ZdbcGF8X9fB2O03A/hbwRwFdS/itkYaE/CY4v0wV9CdX4AQCbiQLAC8Fpz0G1HMiyc4+wxIMpCwRittmCW8Fk1xHhk6VOf97T2CwY4NI/UkenxKMEXaHOjRGwrSy5hvzbhC1MaVsREiDKAfEdO51n6Dwv+xx1cL5uN84HT5fJMHBO9JMVI2MyMvtVBQeq3INhGdozQTqy8TOBdY84b3jik4tmJpBNIDThpZG74L3TuCE0JMLPeew+OE5s67391zd3cgpAPffPe9TS71mU95JB6sM62dLbtZ2rB3U1zfGa1WLG/CYAyW9cG6TnBD3JpGl9PBV5RAGDh/8xXfATH7cTe8JrsKhGjQhypCBMyvMOzwB3XQyf2YLhuIu+0ocbYbtS+G8WEKqh71totpw+Tearmx5LZt5ecff7TYr2I3ttozvXXy1sibUJYDde1ca0Wip0ijSKPVTNkyLijFCZfzBQ3e0lCq0sILp9y4v3vLYe6cThcuT585ny40VrYGT6fMem14aZyvZ7vkRAi1mMcokLOy5mrQlZrTUe+RWszjEhfpCrk01rpCN9FwXjNQqZsjuCGmr4WyNeRgDkLr04WXXz4i7Uwvd2iHy/kK+cIcEsEvNtk2JajBaVksnX6Zp5HM7uhV2C6ZEMekHzw+RtR5qkALnlorRS0c9+Vy4uXywlZPLNPENC/M84zy8rVj9Kt51MMbPvxQqf5P/J//xx9x//7Ab37/nvPHv3B9Vg54Ttc6bp6GYKYpcF3zkFS8ejF75+m6+8eYbi9Ejx/FR4fHrL8rTPed3grzYeHubmE9/8T5svJ8amjeyGVFYuT8vLF+rogqv/tv3kFsqGY0e67JJg0nDA56G/Diq4vNXjD2KaiPO/0+ae5TkQyRvRvfs/9/LzJ4Dnad6Qgm8CI474ZpuBJH3mMM7kbYCd5bxud94v7tgbfffUt494ZLywTxPC5veX76xCUXJJ3BJzorpdk6o+suFbmZ0aFqJMmmZknnBhzuhoXlTmp6layYwYRRHXRMSwPixabVMDgmPhh60FWovZrQX5X/h7o36ZElu/L8fudOZuZDRLw5BzJZqCJZVS01BGhAQ4C0UH8AQQt9VH0CLXrTWqgBdddIMplMZr45Jnc3sztqca77SwlkttSbJi2RIJHxXkS4u9k95/zPfzizQdoPdpNq4PADY4Km75UOBQq/Sy84UnXidN0/mCa0HhNngFYaNStHwXunARwNcousa9GovVr6XlmnVkUMKsY56GqH2gqlKPtZnHoPm3rmpTiKsSRNJv6E4KFqjfN60FvB+oYZVS5VUyatqxq+/5HrRwvm/XIiUbHek2PS+JT1PGU51pRwwSMWci06cpvAUlecmUg9W9JbrzpNZ7E4UovUYjEkqrVqHGzBDZarq5HdtWM+VOwgFJk5tYVNMDx8+J5xGLneWp5ePcHESlkrx7pq4WjaAbXedUKlnd0jOqW8qJaD0nLfaTq9iVA9ZpOmvpXSze1a0iLaDLZDDojKVKxR6yZqJ/+gP9cZTTvR5Hj5ZNZc+/+nKKmgiRKS5NODrcWnHzrl/LC3TmSCYvQhXdYjYqVDC91arD9o1nvWCrePMyVlzLaxxIYbPHOM5NORYRs4rvWyy0lZOK4LrjTef4xM4YHdbst8SHgTeTgsVCLFGuY5XUTLqaZOKxcwKg/KDVLrzYnY7j8p5NRBPaOBrpaG9YYUK8uSWaWb5ddKrUIrAlbfk1yF43EmpoTgaWWmkSjrI1YCY3DUGJnvHtnthd1ugmapcaXmFYzTB1Eq3m6UiectxRhiSSypEoYbrB/JGNaSKAJzOXJIjxyWR47LI0s6EcbAZrNns9njXKWWPw/jgjlWnrx4ymeu8c//+Ibf/+41//Jvf8nhfeKbX70l7Dzru0qLehi1VrHOKIM4qi/sxQauFs7xWErsaIinrxOqVrLqGXYeOzaGNrC/ekYphdv7rzHylCqR+/me07EyDTfE48oQAl/89CfYyWO9oZXI6eHYdXZ9d4h0Qgq9wLUeE9XF7q19GosafVIxl0Nf79fzskUuWktndXdWmigTvQIY5V70n0VTWNea7j5khcE7rq/3bK83jFeO8Xri6tlTbmsh1YoPI9jA7eMjH2/vuf/4yOPDynwqPVjhrIukS2IEpMf9yYUqqIXSKNWnq8Wx0Bm9ffL6oUakn1emQ82+755rMUoMFEtsrUPs0n9KJ/xIU39WukbV6H8TtCjaPgHX8/si3cZXzmxXlSXqvdDju4w2HdR2eWasc4DBV8NySlTKxQRHrKMZldOtUeFklZGgnInS9HxIeiY30zDBkIsQa2Upqxqvn318eyh3a9CMA2MwTnC+UFykmh86tP3h60cLZkVoWX9gMKGHcKp1mBNlvklfpp9FubTWffuE9ZhwNnRNTiZYdQYSa6A1goVMwTbHZjSYjeq2Pv/JC96/faeC1zDhRo83kdYOFBl59eILfPM47wgE4n28RMvYZjURQyq5nN0rtCvKUhjEMkdDcNDogdDA2LVVqWacU26ARbp3azclaPYiD8E2XAMMlLP3qvxAXN2Urq1Sza7J7BCWGuvXTvFGu0KjrLrLXrMnn7Qz4Vu6u0jvp2vT9807T7B9Z+osYg1rhtPtkYfDUan/4tiGkdk3Ho4rLSUYDKUZajXMc+UwJ9a4InPh+Bh5LIXT9cpyyoyTsCyqt0u1kNekWjhjehybJhLoBrlSgZJq75DPGrAeBVUztRmN+hosteg0GtdCbYngtQNMOeGj3tA2GFJcoQmlCAavCEBzxFMEB8FrPNo8r3g3c7XdYExQuKuqI08YvJKOulbTeYcdPauPJBLNjWSj3qqpZmKLHNMj96eP3B3eczzdI2SeXP8c7wbEWioryB+HcP6UrpzuyfUVu5sbfvEL4e//w3fM61f88r/8F5weVg6ne25uLB/e6z1Xa2E+LLx88ZR3H+9IubdkRhingIjRdU1V9mKreh/YMzmlNtLJw5XHh4nNeEMqkTUZnFk5HD7y/sMBMde8+uwp+88q4zjw2U++4vevv6WKTkLjxir576GCJHoMMzQF2/QOqxdySi3ozvPiziMXyYhKSMyZ59H3niDW4p3jLMxvRoumERDXnY2avj5nDT4YxkEh2GGaePr5E/bPnyCDxY4WM22ohxljHCUWvnn7D7z+3bfcvv7A4cMjy3Elx9Tf0y4S6cVLB7N2eY3wyVz8wgRuVXNL+eRrqytILV7qc3uG0wVvNLyiijbZNEOr0ou13h/nwlnqubGQLqc5F8z++YsGMDhj9ZmXDoGXPkwYwTiUrMSZDKawqrVqOHI2ZjdWmwAnepY1KiUXiindJ9bifVDzmTVqRqfTBJUKYF23uGtQKiZGUmwsYpjrrBOs0ejIWqOe47bvWZtRjWftO3FrcCH8aAP8owXz4+2BUtRVpoqnxISxAYO6oaRSGL066rQupI+1MA2BuEaCmxBp5FQQZ3rSgXRITpAyMNrKuA34beOnv3zKZj+ytMyrn3+GbxuOMfLT/Y7j6SO7F68IfkcsicPtB7795mtytITrDcE7ltQ1Vahwl5I5ewtU0yOD0A+yNItphhgb3ngW04nHombQg9eluzDQijpRiAhUIcsJWsFU6aw1izUKB5T+s1s++9MmlmIprWs4m+0P93lp3iUviE6JVQUtysbtXTMqp1E6vBKjpFlqEUpJLKh/YmhwWhPHh0YVfb83g6NGy7IKyc7c3kcGETa7kdNp5hhn7u4iMUesc6ynwromvC2k+0xtjpytdn2mMIyWMBiFrETJVLn06VdZB7Sme54zq5JOM/fWYJ1KW6wYYoGHxxPOD+RSESkEP5F75iF1wYgaM8Ql4hJ4u0OkMg6BYdrhDUzjxCKBx+rI64n1+EAcYbO55mq/Q+pAk3JJoxAjpJw1L69/plu3IxrL3emOOc4Ya1jLwsPpI3f371nWE8VkNs7z1fOvsG5DLQtS74jxz2OHmQ+Gj+aB5zfPOVXDT/72mn/7f/xb/vaXf8m/+p/+G7777nd8+9vXhN3Mh297KHyt3B8ODEOg1XjZI242I61W1mVBEEqtGCmMwbKdBopU/KQFzeTAfv8MqY37+1vevBNqumMcr/j5f/W3TLvA1cbxJHh24w0Nx7gFKGw217jtFTnf8nD7Dpo+03rI67Ohsm3bzcE1sUh3iirdaudDoAmtGWI7H/wKGwZneyh4uezHNtZjuy7SWot1hpgirVU+f3bDJgjXVxt2Nzvs1UC9GXBP9gybJ6RSOMSVWgNpKbx/8z1vfvtrPrx5y+khsi6ZkkuXgkAP/tMkJndOWmmdM1F/MPkpWGsRvDmzRvtCsy9xRRRJS1WNDAytP3eatpRKN0Uvimxp66Fh8LVxKeDOKqNVga2+1+y0Rmf0e5pO6lG5iVrb0dSEpeZKMA6cRWpjuxkYR69pIuhkaa3vu3EIBrbTgDT1tk0pdgJkJ+SEgSYqDwNh3GwIm8B4M2Enr5OHgdpdh1wpeLWZQoymCZVmyGnFpIxrKykbzFKY3z9Sk070NVdq+U+EZKcpQIVYst6gxrOsmdjUpd5ZBSKl2zvVrG9/sJa1VmqJOO+ptam/qah1lhhL7tRp4w3DjbC78mA3+KsdtqyMLiNuwoWRaip58NSkuHdeEmltbPdPydVyPM2Ir2B0AjS9e2r9wxOj3j/VXMw3LlBooRLzijGCN8r2ylmZYc1UhqC2X652u2BrCNIopmKLzoO5KOnBGk8riWwqzRlqteQCg8mkZqiZjsnTi6V2fNoN60RvbV9mV4WGmzF9b6o3ZzYFsUJKUErBWWhVLQG9E0rrsJUURq83ZKqFw5JVsFwaxQuHWb1bH+bIOqcOqZwF2uoGYowWk7UUnRKLkKN+rXpHLtCKNkrGnnP91HxdG93e5XcIrBmrO5W+hi9FiHNhCBCCp6yZkiOD97SibMNmTA8NPk8wDWe7JjgYWir4oOSo2S6IV9H5elqxPOKNZQiBcbNT0+haFW6TCpNnHj1rnpnyjCmZNS7kmvphXBncxNPtS+xOSQdSCjdXrwDPunwgRcH9SEL7n9J1++ENtm5xI9gwcXx45MnLV3zz2++4ciM//clfUGdPab9hPRbu3ysBY5mj6jHRSazROB4XnNc4NkPrPqngR4sdGpIb3jmmMPD0+nOGIXA43nP38Z7D4wPOD1wN10DgdJ8YqSQXOKwzhpWlZXLT2Lq8RJCID40QDHPqExJNbfDO05Dpuzpxl+dMySPdKJ2+k+sTZ/BnBywlntRSL42ddwq3ppyV/95zNINVy7ZpcIzjiJ8C9nrgti605YAZ96TaeDyciKtwPJ44nR6IOao+tMfoKUmmT7gAncmfuoyn01oQzpZ9Z1awNgHnTafQ1zedlFNprKn7wXYCkLEKScesGZXqdtP1s73xOJvR134WKVTNhdhz/nMAGPnkHS8dJu5NCp00ppC5FlZNL+mmMsZAK/pzDJiuNa+tXczX+4+l1UZMGR8jLgRFAApIs+o7ngstZ8R5qq0Uoy5L2aiu1DTpKzi1urMVXDMMCKGp5pYmNOupOfWVXdHItD9y/eiTnnNlNw3q9i8GkqW2BVctq9GlqWn9QGxqEE7Rv5eysmpLrVTVbFClMnRM2hmP9D1ImAaevJzY7C2lrmyu9gzWUGXChkIyqy5nfWY7FOKx8FgO2MHQZsPDmzeUXPqer336YAWw+gDU7g1QaHhMJwRY1pJ0F5IFCSqOXTsj1oROa8cg1iEx4oPDuS3NgrGVRrksoo11IJXRDLpwrpCMToK1JorpC/N25tsqM81aXZLr6qc7Cp39u6QzGyo6tYmw1ny5sYxYck8biLnSisE5dflYsu4EWxDyHHHJdSFbI+cjBcuy9oCzbrUlNTNY8D5QslCy7iCqANVQiuYoiqh5/Sc3FV1iqLNJvdDV1b6si8hbvvhr6nSqk2hJq8ZMJUtOmavRUbzpVHp9SII1NAoln42jDWMYWMtKqQ03amGsRS30vPd9f6UmFePoEedJubKeTpS0YloiNsdsDGJHbC6oMQSUVrBmYDPsFH7vD7fvh0GtkZhmYp41f/XP4Bqvn3D34T1rzXz+6gXD6Ig5kIfAmw/v8cPEq5895e2Hb3j63FCz4/YukWNWm/VO9KFBXBMp5n6wN93/UQkDTPvKemqMw8h+d03we9acWJLh/j7y7GrDZveCzdVL3HbHMr+ltkg1wiGujE5wY6BFsF4oPjJOlrBRhMIYUavLc0FELo+J0C7h0We5QkUzP9XFSW/M4B1jsF0jrOQ4I9o0D16U9dtNNEpV0xVpMHjNVQ3jQNiNyNazUFlypK0z25LV9Dwn5oeVh9uP3L37wOk4q5FIL0BKqBHOUdKX/2nyCSIFpOnujqaFyQjdRLzHEaITYes2gbE2Utam0Bs1HhEjxNpYixYD98Md3blon3kT9L0vanLQumtP7ZmhSrjoVnS9mOtnL103eJ5cVS/rnP58PSNUukPVGlFKxWS1FSjlh7C0vlZrlZmcc4SacMFh3KCQsLV9SMvUmCgDZFEb0diEFcjnJrsl1bHTcNKtDunuQRZ8mTCLo0atIWe+yB+6frRgzvPCGITgRpxzhKBsrJgKlITUs9hTpQ9CoWVhqYXgvfpLloQ5Z5Z59YBtpeCco4gFWzCihKCbZ1cYF3DTHi+GuyUyBkM2mZof2e8rkhOskWEM3D1q5mWpBbJHQ6grzUDr2ppz13W+MS1q6K3uFlo8rFUXHIsuNgpCyVCtZc4aZp0kK9SbFZYmN2wICI1qwNSMbQXvNAg5GGUDx1ZZ55XS9HBpttGqQ6r+Xs4IRuwFfk1V5Sqt1Y71WxpZTSKaZvPlWvBdC2uMxZaGMYWalcXrrGUtTRsSDzTDmoXcBHKiWI1ti029E8UpOalVdWcag0fEKCW8f1a172vPetZWdM+qZvS9axWFfdT4GkyPWqu14r0yoUspiLjLzjvXyrLM7PY7GANlmZFamcbQdXJeIVxTERu6Z+fZDcnghpHStJAN40DOmeAtYTtd2LmNyrLObINh3ARaGyhrhmXBRsFNE8UPyo4zuqtOJaOxcANWNBd08iPBB1qD3BKJhaXN0Mb/SKn6E7mqpRbD4/uZQe548fya+4+F62dP+d3vvsOOji9/8td8/uVP+fv/85+YNkKMjpqz5oSWgvPdFo+m0VClT3hSCcHhB4MLIMVwtb/i+uoVlcbxmLn9eGKeE18+3fPkyRX2eo/fBVJ5jpOFNa7EYvHjBlsNa4l4W/CuMQxD9xb9xNY0NFo7G5J3I4LOSG+AddLXGJBLZ7z2YuqMShuMUYmcUAjOMXqH76HERiwubEhJZVPKNNXQ8XEc8LtAmSwLkZQTQ98HGrF45xFZoOR+ZmXqWimRHhHXenHU4nU2OpG+8+sVhq7voNP/AN0xllbUfg81NjiTEZeszfJZKiHoMxtzZc0ZqlpSSm9yP7Ekzudkn107u1+aetGezRRMJ+4YBNehXGdM9yvqf64DvaWhCgIRZe0apSvV1oi5sUYNNxBjaK3oeRHU5YcmF4egWmBdZsQYpo0jDAE/GEwwyKB2mq1zRypCwrCConrooDE4nWxFFL11AlkqYsHvvKIJLWqw/Jmu/AeuHy2Y1kPMsAuQUmJZC3FNmDCwDZ40r+SiVGDbDQ1ojdEHrFXq7iknxuB0B0cj1a4BskIpVZ17xqAHW/HUzZ45G4qp+Cnw7GbHYf0t2AUjnvXYMEPl4f07jDxliUedXlFT3YaQitCkqPVeU0ZWoWG752NqFSPuYtWG1SmqVO1cctXgr4clYjCMzlBrQqxAc2yCWr3l2s0QxOGcFgScup2IUfGkXRViddap9pRKaRplFrMyj00937w/SBDoXdkZT3fW4MzQdbAVY/WmLt0hSWiQS4eV1c5scKLSkwop60Nmm/ovzqmxpMTgeqJD6d6S2K5ZaiAFZ3S6Kj3/T5p2nrXq3oouVq+1YYOn5A64dhZda0oe6eMwNTWcVHCicpgMKWrEztlFZq2wGywVSy6OJio+3k0balWRMtIdS0S79FoS4zBQ2h4nCe+9BlDngnOFw6NajW2vrnRCDYGWGiEm6mZQGQlZXaeyTlE1V6okdmFkCiPeBY2eKok5P/AQbzmtJ5b05+El++H337K9uSadTtx+fGQKDh8G1ixcvXjON79/y2b3hM+/+gsePh7557/7hk3wHKUfgD3k9wwftFo1L7NqO2psw42GMHnctnL9fMcwbpjXB5Z55vAwM58S/stnUBvx9EgWi98GkFFtMnEcTkrjyTGyzA8s9wuPt4X5UMipqYUdagkHHY7sReXMKj071dQOuzkxfYBpP9BZajNnutxCk0vOLi9qTBC8B3S1o16m5xQWwQyG6BU2pD/j0s0OTDMsxxPL6UTpBbf2wqOqnXOh1Gnxk+SzcWYAnwueCFrc5RPxRyd9ucC7oFILOpwKfbLun1OpjVxRvfflFbZuzI4+R2c9Kt0BSFq38esEK6Mm++asO4Uu9dGCmc5AdwAAIABJREFUqIL/9ok12wRTOxGwr5ykijYMTeA006iEnnpjRLXXxmhDbVBg01hLqQqPu7TivNFEmclSR0PyjWoLzWhOlJIiDbGikplatd7orYMRNXexqCTQN6Fl1cnmqNmdf+z60YIp4okxs/iEM4GYZqZpq0WvVqzzNGuRmnRiy5FSM8iIaaK7INNdHmjEmIGsLhoNNjurHcMkhMGDOJY50qjIxvF0uyPYyFJOGIE9T5Ehcrc+KrTRMqe7I/Nt1MNO+y09rFFtjZLnOtGoh0CXSwOhn1Lr+5BSFPOvBZKBUvVDI3eMIiec0Q8vtorri/OSI0UabnAY6ygiGFc5rbnDksLWe6wdKU31nMuawChb71Nn2Z/i5ihiKFIxRh2ErLU8e35Dw/Du7QdyjkqscGoun4vQisV49ZA1orFmVWAtqv9sFKVkW8sSldRxNVli1igzacp8s2LV/N2oHZ8VwYkyB03tOwnJnel7AW9UG9bh4XPcTil9c9S6QZbxlJpxTRhCphXNpjNVNXy1WmKshGAwNjAv6gVMaphW8N71Tld/Z2sFqmaCjuNE8wMtRqQKFquHq6jx+nJaGKcBN04qcnZV9xrAqWZmZyit6H1bG1YaoZMfrNX4q5QW8MJSFua0clwz8/znwZLd3gTu33/H089/xrvbW97cHfnp589YlpXNFDg9PPDdd28Jw8DP/vorbm9vefu7o3621l4SP862jr3uKIOzwXZvmbYGZwMvXjzj5ukViOY3Hu4fuL+748mTK65fXWPchnW2PN7NjKdHnDGscST4pvdeOZHmI/EYmR8j6zFRYqNVg5iCrfozc19uaN1pnXykLN3WC6QiTQr7SdN9Hoj6w4pq84KzioLYDuX2fV6TRvAaO6iFTQl7YbD4wZG9FkffRjCWeTmSU+N0PPH4eMfpeE9cZ5VX9ALfKxRnZ5xPU+QFmeXiUmTO5xl9OpZLMIQ16O6Y3vT2yU6kP5FNh4fStYznGba2swtQu3ztvFY56zXVE7dezB8M3Uih7ygF+vlwFtS1rm89vybdI5J1oi1VTWcsitfWWllrASptHBQOdxYZ5fKajNFdsvcWcbbvOnuTY7WgF9NYTSWS+trPkkXP9DWvlJ48Eo3pGkzFHLXL76vCNZJPK2XNqgr5kcf5RwtmKyqz8Fn1VMZYnJEeW+VoXp3eqzWEbo+3mQKtqWl1CAbfvKZzt9LfiLMNnLC9WWm28eTpz9g9ceAhLfd88fQrrp9t8fbE2/kNRTyDuyI+Cvshsa6JFBOn+7fc3j2ofqZ/mK0JSOpMbf0oz0Lg2jJVtNuUrvm7bK6hT3UVpLKWovsOo+kh5yihVHVCXUvDBSX7HOKCjYAHWRtTCBBhyQZbK8E03Kgp46U61lRYpTKGAGRyjSAauF1rIyXpVmFKVHKAsbAcT0w3N93mo+/4qLqfzb3bM073QbUpqaj0Jb4TBIXUNLW9YY0y7owqk5WOz9mDUn1nW2udll5JHSpSgfRZwynUDhG3WrD9ge1nABcwqbMEjDGkanDGMliL3RrmQ6GVxugHpfC3iBuFwau+NK1CWvShFudY18QQtGP340g+pZ5NCdY7Un8YvHM0qVjjGaeRdT5RUmHYOxigBI2HCyLEkllLItWkB6tYjCRyXji1zJoWrHV4GxiGLQ1HjLAujZrl//3o/EleT1/9hHUurMeV6/2e9XTk+sYzPFjGQRi+fM7X//wd1w9PefF84Of/8ktS/TX3D4laMs67HmWl+z7reoBA03srjEKZEzjLZjex316xzA+cDnd8/PgGNxj2N3ucD/Sjk3EMlBiZHw9MW4W/S0t4TrTlkfiQOT1kHm8TpUiHYAWxFamGVtqFOaP7saLrlT6N2T4V1c4VsNZevqYEl4b3QXkEVneXtRuMlAY0zfaMUTXatRacE8atBo8b3zC5kPPKKpmcj8RlZTnMVFnwm4qPlZIqLovGEaZ2mXb1CemXaAzgGTY+GyycpTGV+ome8YOmoHT4szT1mT3bBFZU86hHnChSVM9QqX6rWnugQTdEoNsCOqeeufo7ftKq0lm4TUdZjBFypWtAP/1rrLqh1dq6H7GnZD09vFV3HmU4i3qBI2pq4iLBt/456WQ9hICdAjh1gjODR4IgXrCuYkymtcpatXEoaLR5jonW0a2cIn6YMFRNKVFxPrWjZdIRMWdbJ2z84etHC6a+uZVlXTHek0tGorqmBgstR9USuoCpCl/U8oMQ125H1A0fsE3AeBRRM9QiPPnMEQvsdhvmavibX/wX/PTl35Aev+f1/e/IbaHVwOm+MkhmWU607CGqN+HVc8PRW/LvXQ+3TVBdb+T6wpxKbRY6LGz6DVlqpjSwTWFEb5QcpAQVfQ+MVWjOiE4qOUETx+j0hlhyprUeC4YlpoZTxSq5KDM1+AAm463HpEK1MA2CC4Gw2SnMUxbmeSGlivN687hSkRawtpALrHnl8P331EK35tLXBlo4nbW6TxSPz4KpAqJBraXmHsOk5syjMRirB1AwUK0+IFUazSnsZi6eoT1ToTSsFyUYoF1nahqwLVb3GPphq8NP7TCW6rn0H0S9fo1YpHqCdcSQeTgtPLsODIMnxYyxHkQIg2McLGnyxGWlGkhNlNjQVBSel3zZ8ThjkWApqaqVllGnlJvdRBiH7v9qYHTUyVGcINYzWo9vQkwJ2xyD3+J7tFWuKuQPdsL5a9aceTweOc0rJTWC/fPYYd7srsivfsrdu49cP7nhcF/5+PGOLz/7irhGXjyfeLjd8NvffMO0GXn69Blf/tU9b377e5aTgaoEsTN8Z02f8LNOnesRSmxsNw7XrclaXMnzymFOXD17ittc0eqWYjwhRJbDPct8wlfH1jl2+y1Ltty//kArjpIiLSeaZGqXbbWms9KZoILUC0u0iQroW+7RY85hu2XmeVopRQ9Ea+zl+xirOsXzntOIIfdVj+mFt/aiYK26QhUjpNoAh+3xeQ109+7AhUKpDj8GlmOhlHjJvER0ktINjBYlkQ53dmKS7t97YRPUJaeHU4sIHkU9cm090usMz9K1qV3b3cwPCl7/fueCfZ526xn61R1lK5+sCOlkRdC/oyeO6lVL05PgXCulN+BO5AwsafHO7dKgNBG8c2p6I/ZSuNeYqHePTGNgmgbs4CkJZApMk8fuRiQEjDPUAaxrOFvx1hBboBZYsvIiSlMU9KK4qRU1KIYqlUimUnFYnB9w24CGWqtBxh+7fty4QBTSXGPGrRrPZN2gdnbtE7xRjSHOi47wVTU8xgWMC9R4UI0UHrFZF84VvNH4ls1uhzOPzPcnfvrz/5bN5iWv33zH4fbfMYQPfG4cf3dwHO7e8+LzPWTH4BzOrgybSDOe+VHhklyKYuTai6HBzDoFXRJR6IYEXd9kTMfs+75Dhy2FHLxxtNYnU114EJyKdmvQm7VVMBL6jeGgZZY14aTg5dy1GaVCtwam4ifDZrPj6YuXXD/7nEzm8fE9H9+8I86RUlXjWpIhRYhJC3spVQsf6mNpQU3Be2K8c9CkMc+Z0Sm710qjmoIpDaQSi7ovBW/ANJZacKIG0FLADrr/VRbx2ZhAUxyEgjcKexixmNY4p9Bq40FHEKqKls/dMYqG22Y0fDdlTKGTOAJDcKzrwjofGKeREAzK3NLpxVuDH1WZGnMlpcoyJ2qKnbTV4Ro04WCYBlajCe21FmKFuM7YEHBBRdCmWZABmTbE7pNqiuanjnaD8yNN6sUizdkRG67I7ooP999wd3dLWla8dWynzf+HcvWf/9pPAx9aZrPb8vG71zz96ReYufL969/z4vlLUgu8eLXj4fGBt29fc7X7ki++eMnXn7/l/e+yBi2XHzin1L5z67BiSTCMlt3VDZvtE+aUuV9PHE4rV/st19d7Umq8vV25uQ7gAvMSYdXM1ymM6vAUEx++O7K/eYIJVX2XRRg3gnnoji/WqIytgaJH2vTaXswVojR9l6YOLn2NrhFPtTEYi7cOqUZZwOEHKRnWdM/aBqYo0hH760aNA9ZUKU4IRhmzTUrnCYANDmOSst6NxlnV1qildR1pb/H6vg860CXKDTjvLuG8+9PfuXbbQmME086UndZRP/W8Bfo+sn76vlzsEbq8qtfKdt6boiJ+c0Yr9XcVo1N5Kep81MynHXHt+03pe1MdUJR9qmTGcztPZ8F2xUT/dGja1CKaMgJCjStp1TjCwVkkCNRKS8rudRtPC4bsVpqpXTITlGhYNCx6SbouUkuihhS5aDuNEd11GjrcrOQpm/UNkW6v+seuH58w0W9KNZzmI9M49Q/acn01UHPleIrM60ozCqsN3pNyZBwHSknKhs0JGzymqOl5ao0WEk+e3+CHLTdPn5Lnj2Sp3N2+oa0nxn3j7p9n6l3meDOzG66ppXJ3lzkcCpWitOQ2kJcT0tPIW9dcVc6Gw93to3d1sWRyE5zTji5IxRSLqUJCsyTVfqLQpFH6Q2lFKCS8NxjNNetC54q1vo/5BhHHuq6EyeHE6QNbNaYmt8Z2O7F/sePZ559z8+wLmCbeP7zlyfXPGKY9b7/7lg9v3xEj1BXSWjUYm3rJ0fMimhpD7WnzFW8dTRpr11lVkynF4BvUUjrmr82CMxbnlCU2L7XLXGCwwiZ4UqvUpBIaY9SPN9eCaRn6wy+inVp/1C/7GGMrplks5qLjUgdA5dEZa7VbLX03aoRmPNk4faByYgye9TgzXTudyjG4IdCCZ/74yBojrCvl+YaUZsSoWcS8LhgLu03AYVhyn3SroiSkyNSCQtnW0JaGTI0aPJGiTDwRqhFyrcQcKTnh3UgYN2AG5njg4/1r1vmEFcM0TUyb6cceoz+ZK66V7W7DMt9T1sr9uzd8/tnnrPPK3e13bKYbNvtrXjx55De//RW7reEvfvIlr36xw/qZt1+v5KyEq5izIgbQZTUNOza2TwLbm8Bms+FxfuS4LHw8HNhc7dXEvq6ItaQcmUYPDGw3ASuNUy1s28B6SJzuV4bpnPjjKLl2pqvBmIJ1qqnWhKFOZOkQphUu7NNa5VI4WjMYPH6wnBaN0nLW4YxOsmdCmbEA9ZM8pagSAM7sWUeMlbImSlV2vvWAa+h2RQHRshbicSUv2kyUTIcnz3/m09TX8TCdQJuuS86JSaCw55kw1E0BL7mOtcNhXhQ6PYeBX8zjW7cO7FNoPaOO/e9dmlp92crk718460DF2v5rfqruoktU/TaihvQNMN1m72IniDJTRTQCsQCxFmpWbol1ylI1VvDT2NNirMLvHcuquVHXAikjwZDsQrINTCAjpKqIQKmQiuo8sRFywbTQ2fqNagzN24sRfJCGl9ILqT73Oac/+gz9OOkHNcoVK6yp0ljZbzxGCh/vDgx+oLWMVIXdwuCpWTvYEiNiwVWDHVzvpipNDNMgiIebz2B3DW/e/Tv+8q9+zs3mhtu337GUX/Pv/01iP41MY+EmbPj2/3rNv//mPZ/9xROe/8UX1NMtLS0sh1X3Fli81TgXqjrj0zKNTG6a7N3QByR3eUOrgpezo4Uu0el6s9Kt3Kw0UgMvIGJxNrCkTC6GwQnbYSRV2IWJXFZomd0YuN7vqKjhw37csN07Ns88z1495frFFzx99XO+vnvNb1//E7/46b/k5cuf82/+9/+NGvZUc6Awk6WxlAwUzll8iFBopJjIxpNaUYeKolFpY7CMV541N2yrDF4wdqMesrFgsDSrO9nWslrGF02M2U3KTl5OldAMm9HhfODjEsml4sXTbC+oXSTuvaOmxmgckFVP6tWPdDQBaw0RSKZ0hp364WIMIWTcCPFYGIwhGMtm3FJqhGJ4uD1ydVMYNjvc4NmGgdNsWIaCrUq6MYeF7TjhnFL5Yy68ef2aYQyM04jgiKuyBMUE7u5O3N89Mo6B3fMdbIRDO/I+HijriTBsWdeZjQ9Mbk+2Gm7+kGaOh7ccDu9Yjh/ZT3uu9i8J46D33J/B1axQvaUwU6nsr57x/s07nj1/wXI8gDtxSgNPX33J9fU1/+Ef/46PDx/521/+kpsnv+blXxZe/1Pm7bfASX2UjQUfYNxYXv1V4OrZyIsvrpnLgcP8yPuPCxjLdP2EJo62rGyvG0u65ftvjxwfTjyuGSeBPV/w7vae22+/Zv/qqea/Fse0v2FeHji8P2GdZZgqdjKUu8IYlBX5QznGOVNSWb2qsw5eGL1XAk9r1FJ1h24F4xr7YdS/09REvpWCN2CsoxnV8+3GkWlwhK2DAPPhHjM4xv3Ew3pPWRzeTAQRRBLb8Yq2HFniAzV2mVil70Z7cZHa8VHpRU53a5fJTT4VV2t04BBRxmjOGWNUd2rlHAwNOaucSmjdMF6NGc50DSX6lEuhbO0sJTHa9DdBWmUIumO0gPgewN0nUquju8LP1tJyw3TDk4owrxFr0FzjPi06r4TBUho5KXImJLxbGYeBIUxsp8BmP7LZjQyDZ7COaRoYdiNuDOodWxqpGOYmHCMc84k1df9jVO9fJLLEe1oreLclyA7bQpcdOZzxDK4ySsa4TA2GglBR3sMfu35cVmKEIl7JOrUyx8jGJ3JwOt303DoRsDYodRqhxEoBBtGsQdsadrD4YpFaSaWysZbxmQrld9stL1/9nN9//Y+09h0rjdw8NlT+7ut/xptnfPcPd0xDYNzeICFw9eJzlsM71pjJq06PFx/ITh03pt8MpkFTmFaQyw1qBcR6mnRRsFVtl7OGXCLWuA7RatfqelxZbUDNvfPNeOdxznCKsKTCtBlptRC8JZbK518+IWwD41PL9HTLdHPDY115d/c9k9kwjFf8/W/+gdfffse7371mOczE5ZPjRO1L6lLU9SZ0IkMuhdp6WCuFcXB4c87xqyrnAeYeWKuTaY8La7lLewrB6g1tjK5/rWt4CQqJVrl4iLamD3vOisQaq9BY6ho3YwWxDalGo7t6EcupYKVdSBe1VKoHbMA5hzGlQyvo0r0YwhBIc2a5r4yjZz0kwmTYjSPLOFJOi5o2xIRMA84NTNNEFcuyFg6PC63CtNkwjiNh52jisIMljBYxjtMS8ceVIo64rhpH18DbQBP97GJdySWx5IXD4Zb1dM+zzQ273Q3DOFGlnhcAf/LX3ccPxArrfCKut5yON5Ry4iEeCZuJjR8QcbiayMuCt42H+yPjuGEMV8TQePaykk+JDzGypqyZo9vG9cvCky+32FpwvlFZWNaF0zITvGE/Nqob9NCthjQvxMfEclSp2vXNhpJXTnf35LWye3XFw9t3LA8zrTjiqbKuiTB6Bf3tuSh8IpfVPp2V2i6wprOapCPS70cbWNLaZWQVulRK/a4VpTLG6jliuXw9DGp0MI0B65QQF3NmtA4/DASz53SYMa5CbtSYKTl3coymvJSzzdjF9/UTT4au4fyUv9nPNKNnj+kuZKChya4XT2v19dYKtXVm61kechlQlatw3scqpCx6RvYiezGwN7pqs01XT8aqlpWmpg/nnN929ow9w/GoIYFt56lSC6Oh4vo0KuYMi7eLPIXOh9BYsNKTYAzTPrC53uCcw2Nwk8eMjuqEYhoYT2tCzjo8pFwolF7sKs1krHX9QyyUFtXVqRo1cy+iwdRSwK7a9dmA8Y4Q/nhZ/HGnn1QRqTgcWXSXV2rWkOUqFCsXZpYRne6sNZSaCcGT0krOWXdVqDBeo1kUithcb4gfFz7/4q+oFT68/xXFf4Mpf82XXxl+85u/J+E5fZx59XLkX/3r/55ws+ft+/fkJDgToEZq9rpv7TejweuOQwq5Oii64LXGkvJZCtHJpnBxAFFRdNdbGauL955yMISgN0o1pA6V1KaaLNvt3mJSfaf3HkxlmNR98cVXT9m+eMXd4SPj7gY77fndm99Ta+Hp9eccjgfefP8PvP32HfPdSoqNnLMWzIsXpsI8VgxeFKowVrBVOikBXPdnzbViRQkIp6wPQnAW23eAplV8cCydRWe8UWeTvlc2RvdSsfSHLetkbjCXw4imSSTKTq5UU3AmYGxvS0pVAk6HiTTPDpxXWKu1RkkZilcZi1GSgzNCmALW687S4CgxY70nzQnvPNPkWXOAYqg2c1oONAohWMbdDS5M5FW9Olst4Bph47HbrTY4Xhh3W2KpnNYjfo5cGUcJQXtn41lb5bTO5HKgSuS4HJlPD7ha2E8bxiFQKMxpZht2//8q13+m6+OHW7yfMG1HmNSn9FgEw8JnT18yjteUeMC2xjFncjSEyVCy4P0I3LJ5MrG9jxzuippnC2yGke22sdkWAk8wxhPXIymeOB7v2H/2lGmobLcemqG5xDEr2z2ukdBEgwBSIS8rLTuOj0dyjgwjmGqJ85Z6EyiuUF3k7vHYESO1ssydTKMNcmfJXooMXWJRMFkDEvz5wEZ9mnNRWYIYhfB1whNCsLSmkGwYAs4atrsRuzFMssENjjBsMKkyhoavRg/wtUHNfUcpl5SX827yzI1tTS4wLB1q1avvFekMTun60L77PBcc1RmeMzX1m7cz3AucF6QXNUVTaLQqqwhjzltZbSByT6mRBsE6/XqXAbbWA8PpRb6b3xujEY1UJVA5Ud14/aTf06Qq5zgbATsDzksvomq24rxlnAZNkAoGfxXw24m2qiWNmEqxhmRgRTkLnPWoqJQO2zDOIOJpsTcAonvQ0pKiCFWVCaU5tq4iLeFE01TEuJ5m84ev/4gOU6ux2J5GLkYP45wQExRCsAmHgU4CojWNWmqQgSE4KPqB57xgnbr++MFQ04baFl599pfMx3tifsAM10yD4fvvfsVvfvWeed7zv/7P/yPHx/f87F/8gnev35DnezCeZTlgTWHYW3gt5A7BApSsD6c62CjrzTtDjKVn2ykD1Fn9V8X+CSO2L9kbVVR/ZqzDeceyRM3etDA4j5TGMA6UEjkuiZojT642jENlM1imwRLChH9+w/bZKx5aQYYdD8tMXI68vPqCaXrB6++/4cOvf83jxwfy+ilItraedN88ngauMFmreknA+oxt6slaENbadyRoSHbJCRHLGBzOOjV9rpVxtPgQmNekzYyAGEdqhpKBZikIMWZiMxjr9EFpog9U7QXaqH1YsUIpGbHq4SuAKQVndB+icUDq2RlXNeAXPU8gNwbrqd5Qsi7lN7uN7pe8ITiD9QY/en1PcmIIjhxGYi5Mg2eNmVJmpDY2+yuGaSKuJxXUNz0IlseZq5sN/mZDjpHjekfYb/EhQE1QDe+Sak+9QM6RNR5oonmN63GGUhnDgA+B1FaWEhntRq0j/wyuNGdOhztE4MnLV8zLctHlxZbg4YR1DucbRaBgubp+hhXDGlfcKKwfj1hxPbA9AolKIww3tLUx3UwYN7Lcv+bjh9d4nxgCYISlJfbXV6z1gVgTqRSkouzlUnh4f49Uy/PPPuN4uEMq7J8/R7JjjZHH5ZGUKi0AVg06htFR5vWSVnRmuXpjgabWi62RcsHZghDVrce7Pl01hfYB7xygkB+1YYzDWvXADtZpHvDg2e5H/PWE+Eg2Cesb22mjQeVzJpVIXjNpLaS1kVJT32VEuRY/IMNId6M5s0lViw1n9s2F2XqhoWoTcCYBrql82tk19ViWPtUqPEmXjVUlBiGIKEJ41n87c96niuZzFp0YpXYv2k7gKbmTJs/mKKizTui7ycyn3bGzpqN8/e8bg/Me02Ut1jRl5Do9X7z1DENgs58Ik0fEkWOFkKleul1doTZLFsupaY5oqpXalEVtHbjg8U4tWePaEFP7e6Jnf6u53w8wR/Bi1NS+dCZUTNT5PxGSHYKOsKXoXk9aB9VzwkwOkjK3XFCMH9OQ2nj+5RNu3zxQi6VV1V+WnqeJ0dBONyXWx5n99ktK2vLm/a8oYUtbPYe48puv31Drjr/5r/+aEmde/uQVOVdamnEmUczC9pngp1c0d4K/P+gkJhZKUhs3MZoKILq4LjX1KBmD85aUVXJhRBl3mudmSClh+wZ8N+wYfCDmlZhz1w+avlxveKvv9RwXvHdc7zc4k7jaBHZXWzbThqXOmGAJmytc2HJ/+16ntnDN7cOBb3/7Ww4fFv0dWrm4eHS5MNIPNVOheZ3EsqhrUZHCnNXkuKATn0HDVi9ijqYylVorm6CfaxGIRW9CjeuBBViiQkfq4KJQfEOJFdYIS/fsdfbc1RWshbz2/UGufdmv1HrtpZSR7JxnzVWh8P6aat99hMFrht28crXfkJLeT1jtal2wWmC7WxHGsCwLT57syTlTCzzcH7l+vCPsn2HEktaF7dYT5wbrzHRzZNx72DjSqZHSEcJEImBqxqwrzTlamhmtJQXDYcks80KLhU0Yud5eEVui1KSBArVp3uafwXV1s+O0rBwe7/DbF2Qyrjn2zlPWxO3poESXjaVkobUN0+aauD4yzwvVe5Z64LR05ycsKTbi0bEcMiVbwjAwrw88rpElrTjJjGKQqjaOtWSOjwnJMEpFrChhLSdODx8IwxY3PGNnt1w9+Ryq4/uv3/D+4y3v3t3i9w6/7WsRNKKtnFbVWYq5SEJ0VVDItWlh7mxZJdSYi+4S0CIMSFD3MZ2AFE40InhvCd7hrGEYHbINmNHjXMRaYbBCSo0mliL1PBgS58zxbuX0sJIW1UufXbDgk2k6otp2hSs/MWd/yNU8SzZqa5QzUldVGVB6OK3qnbssjrNzGN1nFs4ai/8ne1anamctVg2j1S5T6GePuWhZzVnnauh8jw51207ykW6g0G30rLNcsjGlZ2LaHgnWSjcmcITg8T4wDIFhGgnbgB0sUoW8ZkoQotHi3KqSS5eSiLUxp0gsse/SR8ZxJKVESQWpSk70Nig031aVPDY9WaUapLnu+NNleIWe0PGHrx+PWRCLc4GcVxXx0/DGUmuPfTHnDbZQS8J5TxMNfJ3XiFCJKROs0IzFiRB6ltmwNSzrHX/1k/+OtLyjtYW4CKYGPt5+gw1P+Nf/y/8AG2F8PPDVl39NaR5jCrvra2b3AfKX38TjAAAgAElEQVRTnBv5+P135J6/WGvF4DpcUfqiWzqTL2AkYVx3qOg7wlJzj+jS/VquFde9cMfBc5pnYuliFXEEK4xOjX6td5gqlHTi/6buTX5lu7L0vt9uTxMRt3sdH/tMVmWqVJIgT+yRB/6jPTMgeGDDsAE3cKqkyoZksn3N7aI57e48WDsuswQkJdTAygyAfCTBd1/cG+ectdda3/f7tt6z22yJ60irLb3v2V1teDcfuV5GlG8Y48rj8YDGo71nur0jpZmswlks9zQ6ocriReErhWuMQYKVKxngLOG2WmpsUqnm0ol1wp7HKSHTWuH5ziFLisIa2BpDYyzGWvIq++Ucf7oyVIEYEq0zQiZKueLxFCrVGwFkmV9VAUp4VmTEwxg5QxVqiK+p2DwlfjGrM15DcUYAAstCca3EyZFoGiuQ7BJZ1yi2JOeYxhnvDNYaUjGEeeF02PPyYsfV9Y7pINaUxllKjCx3A7ZzlJ0nabHSYDKj0qwxoY1ljZGFBW8bCpF5mQnzTG8cN7sbfNuSOEDR6OzJJTJPp5+9jf5SXsVkpuGA6wzWt+jDAb+xuI1D6cIaZ0qAGK2cvrXFu46SFafTzHQsDHee08PKOAVSUcRSGIfEw+3Cy79pOezf8ezZL7BWcmRd37O93EFUzItmDSPrOHNhtuzLiN/2tLtLju8fRO3dQbGB1y9ekSgMp4nhdOJ4PFRBjME52WsJ1rEyWVHClEYe5inXB70VZJv3DpD0iswZ6SadEElSelSRyU6ogP9SC+zZe2mswnrN5BRTGsl6llGi9nROMawnphCIKuN7T7PpcEtC7TkbH+viUv30oWjZ3ymlnhL/4E+KZfnTwlmeJiZnVmt5GvPKZMdUv2VBHs25dt5ntWuBn5KilEIrXek+srJKlQ50hiXIiReBglhdD8RCwdK6PK1vzjoPfTawK/Fr51KDsOUTqs9hS47yngRM0OCbhqZtcF1Ds2kwvRUPNbXjLYoFud5yWllLFD92jugzDUgpQogMwwDZoIuETeSYUFYACHNaqq++4LSst0qxoGXPqh2o5s/fQz/vw0yJxmnmLC18RrGuAec9MayiIEN8N1lrSshY79g/DBgMMQodxCiRMzeusOs9a04oFfng5lO6tnB794aE4s2PR1w/cXw48t/+d/8DuGtuv/+GL/72NUsMPN5/zbv7B0YCpSTisOV0PzI8HlDWQghIBFchl1hn7hXNVzvJUtvzGCLaiCIsZflglTKsIeGtwjtF4zuGeWKZVqyTC6tzTk5GjWUdFyiaZZ1wxrH1Fuc0REXf9/K97xruxzc8nw60/Uvu928Jc0Zlw5vvvuX29i3LOpOtwveaPAhk4Zy6ruq4W0oLhFVVH1zt1FQhlsycEeWbVrjKaDWImGEtEbTEj63AKQSmRU6frlVo55gKTCEKr7HISDoBGANBJOMJ8TaVOvbVWrpXQyZZiCnW7lbUvCHIabkxYj1wRgOGFMqT1D2kJCN6pVFOS4RYTJhWsc4JV+XlqVJHljXSWEO7aYQRHDNFGbTW+KZhGGaGx3sun73Emitykj1Xd31BIhDHVcRFrSEitKesFGOKeNehlGUOI/O6sh+OTMNAbz03lze0/YasA5kZnS8BzTAd2Z8ef+42+ot5LeNCCSsvXn/M7uoKHQJGjfS7HcuAjLFjxtmOaV7oWkvjHdMUWQfN4d2Jw9vMNBSUsqJ6z4qQCnfvV4YZfD9wPDzy8voVx5cnvv36O2Jccb5nmkaSc7CsdO2WtbvC9B6UFLTU3NC0PW3Xynt43PPu+ztOjxNhkeD2XEkzKHCNIed6qNSyjxe/3xmLJ1mXm9ajtWNeFlJNyQhKoawoYq13qKxwypBVISmNUhpjHdbKtUUV0Whv0a1jVIkcDD46YrFYjFjAQmQJK+syM04z8xykwCnZPZZz4kepAIPamcHTWfnJ3406byBLXWnIfScFUb6GRot38FyndI3JKj+JoMpZlKfO2guZAp29kgqqfUd2iyWf/18pWKooGjTeGhKQUvwnXWiuYstzjq130pCI5UfEV15LoolWCuO0YDYpOGvo+pamaXCNw28bzLZFd66GaEgARCnSyEw5Co1LZ5mi1p9NzIU4r8LrrWsepR2pwDxPWFfXCFaxrgsayTFORbNW5bFWcogyf9ra/yevny2YWgm43JQsasAsEuykMinEmgIurMKQMn3XEcMiiLosXiKZwcsHd/FsyzwueGPoNj0ff/B3zMuB43ji6z/cEsPI8d3Ip5/8gvd3K6c3X/PyqmGNHW+//ZLLfkd/YZjWGZ0k31CXE75FciQlW1R2gEbGiFmBN6C1QBg671ljqQ9ZEQKc1+PndPGua+mt7OeG00xUMty0OtFYIYRoayg6kEomxUDjNLvtBtBo5QXIsPWsXsEgF691liVONdnDcXy85/6H7xgOA8sYCbEak+u+kFLVZ1K5ENq+QSK7NQbpqteYSEpEP+eoqSUmUgIpCwIVz6kQ0IxrFFh6AadFVTcugTEslJTw1qFUqacv4S4mBckUsKrGJtWnlraoJBDjpazYLDFn2sjJ1KAlGktJQoCymmidQLy1IBPXdcE3DSlmvAXnJSYNo8lKk4piXWaUkbSKnGecVTSdiM7SErA60G47QnA8Ph7RztNtdrQVKtDujGSqasTMnANWR7IxqOoNC9lgnaSzPw6PnE4nWmO4ubhmu7lEecNSFlTcYWlYlpn96cQprP9lFeu/8ssZizWK7WXLRWtYnSbRc+GvePe4xxlPLgGdFoiJthcS07AfGO5WTveFeZb8V6XE2E7J5KwxyfDmH0D9PcT+HR+4z/jo5Use7058+fW3fP4xXL78gFO0TCWSU+T6wxcsobC/fc90OnF19RzfepxxTKeBux8fuP3mnv27EzkjKtfOkuqBuW1bTsdYBT612GQhchklivdpSXhrqiim1LxDjdGKZc14mwWablTtWAVY3ngjo0Jr6h4PrFX0WwksTuuRlOqUIStMSeQQWJeJuE6cDg8cHkeOj4FlEoHUec5ayj+N0spPoj555cIT0P5phwm1K5SJkyr113rfy++rO0pdYS2Uik2VjvG8jxQyjxTws0/y7Ns0CoqW9KT6ZVljFgVrZ+s+UEq7MuqpwGcqcjsLYcl6aaZKrpsVrUU4qGpxckai1Bqh+rS7TsARG0fpG0LjGWIgFKEtxZQriCQSc2JJ8Umpm5MUeTJoNK1r6K3HassYMmHVzNOCTfL8NNYSU2LJKyYWbNPVp1muY/E/XzH/M7YSWeLqujB1zlBSJq2BVBI6RYxtSCSo7bekd2tSmPDWCsy8gKXw+tMdf/iHH3DbhqZzRGV4PI2029f88N1/ZLsb+ftf/RqjX7J78ZprFxhuf8uinrOqgt9YsrmBtxMGj20gOku7aahVBajZcDghdFR1Wc4yrshI02QQg/ocUg1ZNXTeVwqRZtO3HIeVlGskmFJ0pq0XgyflhCqGdV2EjZiLzN+1hq6h2fWsu0y0RsJjURhrJQDZGVJcsaawcZ796RbmlRxkvyCpBppSJHNSq1J3HzyJb7TSsrvIomRWVWUGmhAhxUhSCqdk/KSKqJdDJURRx1gUJRCIDFFqGKqOf209+IhhWqAIMZ9nRPJZF12NyllDEjOwtaJ8zWkVOkcFHejEn/jDqKxex7quxCLBtyGN7C7l8ONMYVoCHAYucqTbdnJ6jhmbC5vGYRuP8Ypl/4iPolDOuXA4jKxr4OYVdP0FcVlRmw2hsUQWDCtKpXoLCIYvlMy8npiWmXk84ZThctOz2+5wjWchEPJKry8I88o0zkxzJP+VBEg7P3H94TP8RUMpAa81UxrISrPtW5QzLMNAXEe8UtxstjRO8+5hZbgLxEmRoiKnWL3KQv3JSaYV77+FFE48/2WDLt/w4atP+eUXX/Dvf/Nb7k9H+meX7DrLuG0p0bLsT9D1Uuxi4ng6sKFnu22YR8nh9M5ju451DWgn0wedI8aA157x3fikDn0CamRRjG46C0qxLvJ8IguBSrzWmlzE+mCl+mCdwZUMqqFpTA2ZtnhraFpH0ztMb2ibDWl8ZJpWdNORjcIh6vIQBtY4olRElUhOogmownLOA9Zz0Tz/F1XHrWelL6pSJov8LVd2XfmTBkSfJ2imjmCrD/G8TyyIGEdrVQugULOUknsNfhIaFVSFIhixdtX9qqp7zyVktAo0ToLUBXAvStWSC1ZZitXCV44Fk84pJBpVsmQgF+GRn4HyzklSlesauustxRdyowhE5rVwiJG1RGIIkJNMg8igFWtYKJTKN7c4c/7L4LShtUI5i0XjsyeEQC7xCbaQazxayJmcEitySIm5/NO80P/k9bN3+rxE2WMYRd9uWENgSismJJxzIowphXUOdI0np4W2bVmnWdpzHatK0xNLwF8Erp9Znt0841/9y3/Ll1/+js3uhv/pf/x3fPa3l2zNp1wVx8VHl/jLQt5uaf/mv+f9N+8o/oJD7HB6Q1rfo8qe4e4tSj3ncHdmLIqU3FU+pPiRAlnpqnhzhBSwFtYl4XC09dSTCoS0op2MNNdVLqfOGUiKi66h9w1rDJgSyWuhcZ7WezxZ/ITecZonXl5d4zeGcGO5Oz6y7TZs2w15HrnQG9Ymcvdwz/d//JHHx/d13CAjjYgRFZuSvca5aJZSiNXrpNEkTVWeGVRxsqPI0jUrp5nzIBQTAxpHKIGQVlA1FSDLRXsKGp3WugeClA1zkt9nSsF6RVgScYk471AZdMl4dVajRQEZWIXJFmc01lZVW0XOWWNwbSd7bRNRRhS4TaNQ3jNOBh4X2s5hm55hzpi0smk8ymqOw8jhcc/19VZ2iEuEMrPZdQLkzgnfb2ibjnazYYwrbevRynC6n9ABdq+vyHFFdYl9OBDKKj/nJIKpS7vl+3HPPJ1I88KF77h5/gLXNySdGeMDVhl25hnzYeDN3VvGuNL0HZd/JWi80sD28pJlhoGRxRSU2zANAxfbFXfa826Zefv9LS+fX7G7eUbfbBjnR9pdpmjFtMgoLBdFVoqiZceUS8YExdtvZx5uI/cfLEy/hs9+8Sv+zb+94Osvv+F3//gjv/514fnNJ7i28PuvviK+e0eJmld/8zn7N7dQLPMa2HU9w3GS4Aarsd4T5pUwJEyv2F41hIOgr1Qd16Uso8xt37C76BnGmeM8S0ZtDnTe0XUtISZCmEXQ0lnarhGYgZbRsNaJxjoaZzG64B1srz3bj3rcM8OL6xsumhu+ffsVeMBHjNmQdca2gtyLxRKCBLAXJMT8XJx0kW5LKcUSVrGPVVLWuaD+NCLUTwUyV9rP2VpyTviQmirhA1YXLFIkYwUlWHNOPBHPY99atMkiBCy57j1rj1VENWuMErJSqWHaSrHEQkyRxhkab2umqGYOAVWiICz7hlLE2kYQL7r3jqI087ygS6Tb9PR9T9t1NJuWdtujtj1rC/dhJKSVUDt9EW7VMWwOpLKSCCgNjW5xyqKLQSf5/lqj2BhLYyxRKdqcwVuWJNzvNQbONNxxnQjREJZIYz2NMjSl4Ms/U/SzpoC3tjIDJTtSa0djFEkVjLLkioez1hPiRFhFOebTTykBOUYuPrCMx5WXn9zQNJqLZ884honf/sffo71n093Q257dhwJf/u7bH3Cd4tnNllxeEKeB++kWa/bEWCjrxHgsjPs3TMc6YsSgS64MSTk1npfgqRRiTFjfUMJKKYXGuiclWQgrVtd/R7Oss8jTrXRR3hmUyYQ5iPJyjmy2jVzgRgzGaC37Pp2wvXryb278BadhYokPPDzsWebE4909czhAPkHJgsEqqSYwQKHuCJQWsr7iyWws17ZAh402FVQQ0Ea8mSEWgZtr2demkinIXvQpHqcUrLassUb6eImykhGLYLyKE99lQVNiRnupgUWLPN5YRQqVUFKvGbGd5Rr8mkEbjJNTMAXimuVAkgtEWfprn1lDpswrlxctGunAg0o0XcflRce6rIS1oK1iHAIlFSKJ3VbjvCOukfF45GLTcvn6OYd5wRhD1wvn17VCKDJx4sIVZtVzioYxJGwKuBJIy0KcA51rubi8RDeOWCJzmEEVjGnQKO72t8w50PQd2+0Fzvh/fhX7//HV7TaYbstlv+U4TWx3mqQK4XFmuh04DAN3t3uadsvlzSva/op5TaSkyMYxDgsh1TD2FCUPViMGcQpJK4iQVji8L3xvHrnYvefmxStef/CSL//wB358P+P6RzablusXW76fJ5bDSMzvcc5zd/sd2Tzn2adXfPLFa3785h2pwPvHUa7vVFNInGfOgscslf3qKpqt7x2owhoSIWZyWVFFJi2dL7SNk3zImJiWgLULKM0aSrVgScYnGaz2+EaAF9FZxqyYx5Fdd80XL19zmPc8nmYe4h3DcGSdB6bjzOl+ZjzU/M6i6uE3V5tY/VUpwcApUyc5Ag0/wxLQP8U7S+HMNWKt6ld15bdyBqvUfWJBVO1GiZinqljP0yIQ32NJ8rVKqbD2WtRTqn8epYIKFGhTY9Eqvi9lSu3ETM0Wlm494Z2T4IOcK1ABfOMx6tyxO9rGs9n1dBcb9MYRSmRNmiEm5hTkMKZq1q3KxLySc6RQDxfKYbXDKydB1jXpReFICYljM7LXLinLFCRLylLIgVIkAIICVhkMAnABcSP8udfPWDRl95dzquDyTCqT7KKcrRxJWdp6Lx+cLqaqKrMkV9c2v+0Vn//qgmWvudx+wK/+5d+Rs2Y+7fn2qy/56IMrtpsNLz7bYS56movnxLKB0jAf7tg/3lHKAynNhOmOdPqWdRqxuiPNcuIRFVt5SvAWILNFKUcswggMFR8nCRyy8/CNY44iBFFa4V0jijNV6FvPxrWgEFi5ESWVdZ6QM94ICjCrQkqBdRmwJnH1bIvtG7xrcN4wzpm7/T2Ph0fmcWC4u0Mxs3vu2T7zdBtFv1M4JzaN8411hgTkIqQOMLSuwRuH1XUxKOUMYx0ZJcSLtOBcg1GGEDJLiISQSclSGcM19zFRlGSWqqLovOUcHIvKpEqxUUWTsyFFaKzFaYEgeGvkZoqqjlihkIklkRWkkEg5scYFWPEOzpmFxkmiulkznbcYr4lrIE1LPUGnCjaINAYudhuathFVcNNyGhOHfeB0/whhom1EZDAPA2WeeP5qx8XrS/Suo/n0A0IOaF1ojKEzDd54nNtQ8AxrYD+dICY2TcNuuwULYxzYTw9M84DXLRbDOs0cw4p2ooh+vtlx5f86OkznegoDmw46G3BEtGpptxeg4PjwyDSeuLjq6TYdvjHMw8LxsGedC9NQ5AGEdBCV7SFPEaUkCFwZOZgqzeH9ytf/8IY0wfXVJc+fXfH+x3esMfHweELllu22ozSe0zCCLmhT2N//yELm6uU1/a6jLBEdarat0SwDxLjgKhZPxokZpQub3rHZes65kNaIenK38bSN7NWi7CREmJIzMQRUTlAE2C+G/oJSGWcVm13H9tkG13QULYcjR2ZnN+ySQ08z0+FAWGfinElTIo6ZEpTYaajAhvoXgCJRcvipY1SgjYTPW6OxVuPrIcDW3aOp2azWSGfpTOU115WRdJJyTz75Nos0DWdIQ66q97P9xCldIS2S1KQqVKTEhDdSiHOmclrluZRLImeB2MQofmtvjYQgFITuYzTeuYoo1Xjf0LQtvhFFbNs2dF1Dd9njLjfozoEW77uqvpVIYkkzSxiBRGMtrW0wymKUx2DRReOVoTeOrfE0RWNSQeVMDOLbTEnLDjlXdT+QciDkWUbbgD7PzM+sxz/z+tmCWdCMSxCSvw7VwK5qtykVW4qJoMVSSWREfWq1JRdZAH/2L254+4c72k0BF7l5/gG33/2OL//wj7S95cUnH/LqZYsyhTAb9g/vaTcbtlvPN7/bc73zhLhiVMcHzzoIB9b7yO33B97+sDIMCrAUlbC6VOFPAZ2qmjvXsWchLKt4f6zcSCkVDJrLTY8xrs6vA+iMa0E7+RE1xhBjwSBhzWsCV6idmhSLsESc9TS9p+kdq4GQLOPxgDPieZTTXcG0Wt6vtRTtGE5V9POk7LUoJSbkXJDCpQTvpY1QcFKSAOqi5aQfciRUFeASIzme5/4CvM9FdqHeCNVC0mWCnMyLnK6UERGC1ueTpIw6Ss4sS5LcSaPIRbOGzBoCKSZ0Ou9ABBRRsqrxSMIhDjHKvrPuRZVExaNKxpNpFHjrSFlzHKM8QFSSA0RaUXmlaR3WWbZXF7i2IyfF4bBweBhI64pvnXB2x5Wwn2g7Q3vZMYeJycwEu6CtwrsNqnSUYolFsaTEaV1RStF2HlxhWE7c7t/y9uEHjJYbM86B/eFIMQ3t5orWdaR5Qqc/D2v+S3rN80xaF8b9wFZ7PA0//PE9t28e+OOP7zksJ5QqXN+0bDZC6rq7/5F1KsQxViWleVJbliL2oXOXkop4AmMpHMYZ2xoebvd89ds/sO2veP3BCxpnyGFhHEfWeeVqs+F615IN7I8nNlfPycFy3J9IKvP5rz/h8vUGWyJ5ililKUmxxCRZlH/iYSxFDnpFQazBxZcXlqsrw/bCkMjMMXKYV07zKmpspcR65D2tdziraL2hbyXaraiC7ix2s8W2HWCJWTGFgdP0wOk4kNdIXKcKbrHkYEirPFvEVhGrvqM87VqNNhI/pn4aw1a5b93F6trByWiWcrZh6DoSFTsVqgLSK6xBKdExgH4as5Ynwo98bpJPLOxsZxWtNbQVLl9K9VPWQuuNCKRSluSekAQWEHISNGdOkCWZqbNKYg9zQuWIN9A1TtKllKJxFu8czjuct7jGgtOsGgYKY4pPEAfpnpN0liWITsRa+flgcaohJ9nTKm3xxrHRlk0udDHjEthYcEkQra12NMrglMFp9xTxGMpCJLOWzBgDQ06M/9wdpnSREV0KphhsEcFLDBOQaswTxFVOHbp+GF1rSWuCVHj14pK33+7Jq6bcBJ6/uCQMMz6ufP3dO/7+v/k3zKGg1I6wWKL23Ozg3eGOu/cPaOW57DdgV7bdc96++38JU0OMBZ0jrlkpeSs0/yTgXzHk16U5scZ6qaeOzGhFivLhzdOCt9C1hnnOQsrJGlM06yLiAe81trWwBrRRtM7TGA0uY7MT8Q2JHBNNI6eTQ0y8Ox5JwXB9dYXrYIqFbrcBtQiAYQ44rpgOe4wLkKp6TZ1VqILG01oudqu1dMPVYFwQYLDBVqCyoLJyAqcKzlZscyWXpHymeliMlgSSMwasoEW+jSZmURaeA6VFYVdqIZR/VlpM3rlQvZmyP0qFGkdaBKKgRTQWI2QtI6HGGpaocM7VDE8FaX3KJMwaQi64GleWiiLHjLeiqiVn+t6RQqEshTUUsaA4xP+ZCukUiQ8T7WuPKoUlD2SvBAKPp/EdZpaR3pogpsSmsRSdOS6PHIY9w3zgavsMUww5SPDyME5stlsuuit0gSVO5PIzEe1/QS9rV2zxmKzZ7m5Y1z3bC8/wcORx/w605cVH1/QNNDZxPB44jY9MBwkyX1N6OuwYVVDOSiB4JSSdiWDiA9bs9ysf/6Ll9t2PfP/HDR9+/AmfvT7yGBZUKewfjzx/teXyessUMqeHE+M8c/XBR8Qx8W58z9VVzxf/6jOUVnz1mx+ZjjPNM4/SiXGYaPuGZVqq6UqxTJm+z1iriQH6rcL1mv19Yj9KNJ5RkqtptcZUPjQFvLeCjTSGvutkDO8KeE2whqzFKreuJ3J7jd1e4JXF3RfsOqBF8iqCmSRTLSmUSTSwZztJ9YLKHlKKaIE6SfpJCCRFT96eAM+pGaQyRUspPXU8Eu9X8XRP4HZNUfnJmlJUrgIiiQaT9YvwYr3SkoqUREBYcqKg8FZL2HTIrDHV+1+TskyVtJGpmFJgjMHZs6UEnC60XnjS5+LctY6287i+QfeeZBWLgjEVjk/jWCEXneYjFIGorGllTUGUvNZjjZWfpTFgrNCClKZBQcrkOdM5Lfvc+v9SmwYjeyVKSYS4MhGISmx4S5lZ/ny9/M90mCpjraRanE9HmlhjreTDnJeFJccK0pWdn9UalYJAbDNMx4x2lk3zkuub1zw8PLCWhd3FBZfPbkgZ3k2OcTbYbkvyW5bpjsO7FZ8bConGWN6//QP/4f/4PReXH6Fax7ImNpcN7TYKuq/u8AyS565rwGrB4I3HKkVMFQilikTMpILRjmUNGFNqZI6ia3pKkhvkvCu02khUlgbvHKiEs5JFV5Sl5EjRCXTmNK740nCzuWF7tWUqAde2+KYllpWyniBFpjnJ6ECqU/Vn1VgjpZ9UZcpoGXfWgG5jDRIlJ8UuZ/2UT1eq9zSRRJBTEroIBspp+XxkjKVAWYJSrHVEK+9BM4dEoNRosSQMWCMn1RjLExtTK7F+xCJs2ZI1FIPKUOo0QniRjpKku9SmwqSRzkTGSQZrBYDfWsQTmxVLTswpMs4r8zjLwy5lYk60XU9/saHpN5LkEuWxEooIqNbjQjyNWCX7+Ak4JthnOMYkuDQsWgkVydjCaT7ysL9lHB9wxtG6DlMsy1R9mXGlcR6LonUNbdPifg4++Rf0evz+luUI4ziTlGH/cM8PX3/H93/8LZcXHS9fXNBvPF1/wbJG3j98x5oTKWrCKOO9s7KwKI2mcHHVC281SziBtU5oL6WwzJl3363o1nH37oFlXnh1/Yr97SOb1mGK4fiQMG7L1csN3VULecV4zf7hlmmaefPmlpQiH3/xmmcfbtFaMe0XVPEol7m62RILxCQd0BISjw9TNbIbHu4zw15C43NWhCBTF2sUJSXxihvpxpwyeOswZwTetqfbtvjOElVizSuFjDORFGdO88IUEskUtJORqvj8U+0s01NnaFTdM2oZqdqK8IMzZxbplOuOU6kk+Lg6grVGYZ2MPUtB0paKUIucEXiJKG1TFQ/xVMS0tvUZUSk8qKqZ0E9iQ6UUrbe0TiAhEl9IhRgoea5bI6r6p92nKGhNFfqdw/q7HxIAAB6WSURBVBWsFYC50XIgcM7QeE/jDG1r6bYtzaZFd57sDdlaQoGlsp2H+cBhuCeGiZRWGf2mVBk58v04bdn4jt42eOufrj3nHc5YTBCNinf+aVqXkfecs4JSR9e5sISFJQXWnFhzZk1/nnX5s3f6vKyI2NEQYwYtAakKcNYTQmSNkd450NW2kRWsMpbNFB6HBWssXWt59uqapr/kMN4TO8fnv/wYlVac9Tw8Hrl/uMXHSC6Ru33hkxef4ZxmTYXT/sTbf/9b1NSBvSJni25h/06xzDKS6XeSTZefRgaFJYrhXisZNdoaLaW1ZpxnsXgURVgUXbehtY45BtqmQ+GICayyDAsY68locgxoqyhJ4btORAdac311iQqONRbWkHGmYQ0F06zEkCjRME+jSONpmW4X1tOIVbIflABr4e4Kf7HKt4v4m4RiJAbjUukgMq4ppETlZspnl4AlKpaU6yBY1Hu+CjRySZyhHKWCG2JKFCKoukMtEgsUswg7jJELjCIisKQSvjFCbyoK1xiUlcKuSsEbKwerej0pbUA7FBHfKYrTnJaFJa6UksW7VSQhpu88yTiGKTHHwGlZeNwfmKdBPkOlWebAZrtld3NBt92iMXTOidq2kxs8DYlwmAEZmU/ZcoiZ23HgYTiRUqQ1jk3rOK4HDtMjIY4opWl9j3cNlMIwjqwx4roOqy0xReb1RIgDKf11oPFO+5WY4DQVfvjyLf/wf33P/u09Kk88u9qy6Vd6l/FtwxJP2MaSQ2ZaAtMcRbxCnShojW89G9+IUrOICKzfdUL8AkAxj3D7ZuU4jHz/zQ/QtBhVuL9/xDcerS3zkHhx+ZLnLy7ZPNuy7O/BK/bvH4hr5pv/8DVxXvjws4/YXbQQCnFf8H1H4zUXFx1KiUBtTZnDsHA8zHjvWEPh9jbiLWw3ct+f5zeNE4VpLOIp1G2i3Vq6tsEqTb/19DctftfgnMHqjLVBIurCyPD4huH4PdP4jnE8Mhwnhv3KeMiEuaCLTIfOSSOS2ykiFuqURqmzN5NKJJOuTsIQZPdorXhQtTWiDSgCaNDqp0JMyeJVzLKfBZ46qsQTD0gEQjUOzCgpomvMhJpP662qbO1CKDJeX3INnldFCmcFvhgt42MhDskYWWnxgZ4PB1pVApExGO3kOVIdBdlakrFEqKsd8demFFEFOtdDFSkqrWlcS99sZaSKpDZtreXCGDZa4wuoNZPnJOjRpgHnSEoRtSYqTSiSkaqVI0cRPioqblDJZKTkf6ZKtuSCtqLC1NpALoSYUVpa3Bwz1snpXKVELCuNFZqCyXLCMLbQ7DKXH7a8eP2CaTySS+HN2ztePr/hmzf72nWB7zcY5xnW93i9pW0beHmBzhafDHfvVy5efMw8PbIOj5jUYsxKUoWSIr5pyXtkjKlEyCKZdnVmrzLGeJY10lrDNM1sW5F3W+PpfcOxzBgyWlusiegMfdOzLgubztP1jYwLgYKhJEPbblAl4LqWvu9QxTAPA4FRLgSnCauYqUkjXs+sMbMOmRBnpkmxLBJNU5R5KmS6jnMyCZUNkkInxU2XjDp30OXs85K0j8YaQdKlXAOuxbDulRTbKPOh+h0oyOqpWFsjpuIlRGJJFV5RWGKopmn10444RYzKNF4ivJwuZC+RYcZqAVckRYwZY5IkkFiFRWFbx7AW1pSwKaONjJVVLqARnJ3xzONMqaiuNQVOw4kra+ibDfMw44yi31mc9ZgVXGPZ7DzNZY/2DUVpck4Y06K0JmTL4zKzPx5JEYxytM6hXWGOIzkv9UHV0vstrnjGcSaXLN1k28leOS+sOcj3+FfiwzzcjVj3AxeXme++f2AcI8+fe5r2Ywo9FxuLogcVGcc7tJlpr3iyPChjIIK1gmcLIfN4HKRroxBC5OZqR/Ar6/wT+H54gGG38M30FajA559/wj/+9vfMQ8P182cY48kTfPjyY/44fIfdtLjra8L8W6wzbF+94PaH77i8vOQXX3zK/Js/sp4WmouG/eHAzc2WZQ6EUL3JKKYpyF6yceyPK4d9lnzXjWUJtYtYApumqkdLwWwiptH40tL2jn7r8RcG31t04yl5IuWFFBvAUPRA5sSyDCxLYDoGhn3k9JgYT2cmtEzmqB7wkqhAdKriXcnIU1UriRaf5HnEXJDpTUr13qgqWrFHSiE0VaSYc8aiKsygjp6rO0BrhTOGrH6ytJztHzlnYoyQFa2rAkelGCeZOhmtK4M14+pB/uy7d1rGrzFJqIKttUZrWSF5a/BW453BeYvxBiwEJUXqNGfu1okxTBQSfbtF20ux3Cwn5jChlMYZL0I9LdMMlTO2JJqiaXPBx0hZM+sYiMNKjgkfC8aLRc7WjGStJRvZFqRTNR4FggQtEhEW/rkq2aYRg/6yLOScWeuvVhuKSk+pE6WI5cRqI9Y74ypJItNfZLbPFZc3HZvLjof9tzT9FV/+9ivmolHOsj8csM7RbFqO3PHDm+8wvvDVb3/Hmi2Pp4U3370lqURhQanEMsLF8wu8adEUlDXoXkbA1liBJhiFdxqrJZan73tAYqUEoVUvRDTeW3KMhBBw2jKFga73NM7inJex3TkuSAX6pqEYQ4yB1msu+o5SEtoXskuUuKCmgV3X8nhaMEbLuKuVrDmnLR/98hVd69E54439CWVVaggu59GnjG7k/cpFPMfEEgMhRUJcKGXBKEVjW7xvpFvMAaep3kiL8j8JCXIttFoLCvDMucjFPCmGSRFVxQEpJ0IU0n/RmohGZyuiJ5fRVnbezloympgVVNpTrqMvpxWucaRYYc8VlbeuEo2WYpDdSaHK65PEmWHovafrOgCWaYYY6duWkiNNY7h41bN5vcVceIrRGG/QG0vuFLkpWNVjzIaSnYCwoyjnMomVmTEMQMZbC9rT+Q2ehmVKTEsiF03nW66anl4rWgObtmHrO1FS/xW8jJORdQ4zH35+wS/+9XNef3DNq92WvunZbF5zffMLjoc9wzCwnhRhOolIxcgKRukiqRUKQoicjjNrEAxlSoXHxxM3N5fYxhFqx7fEwMPblZIVf/zHN9w8+5jPf/E3DLcPLIcHnvUB3xrAsb3o6S8v2W43vPr8Fxwe35NLou8vuX97i2Xgk49f0Tc71lGKdE6BfiOEpjMJJ+XM8TjSN462ccxL4nG/4K1h2zWi6DzDDoAcM8tB9t9FZVxjMJ3F9y3WGxSZEhMlGEHrlcBaBkLJpOzI2VFwpCAe7xAkUjCRnzCyKGRPX8V8qsYcishPPa21KqbkCfiRUqkjZzmEVCOYwEZyIdRpUEEUr85IsyL3cXkaEZ///JSliCcllhzh8fLk9TSq0Pias1tqbFgVBEkDW2O+ihzInQKn5F2dLTFGmSpsMn8CfvAytbCKVSfGEgV1RxLhoqtqWtfWTNKM0Q5bFbG2GExROKAzjkZpbMmoEEjjTDhMLI8T035mGQJxmDHrQkuhM5rWWForJCmtDY3vqtpbVnlrmgl5JeQ/r0n42aOxM9W38+TdsRJoWs2q1hopIPKTolRKhibiNHS9Y3dT2Ly8ZLPdoF3P8TjjfMtpmHl/P9C5hpNe6a4Szs0cDyv3+4nLjWaaH9nfX6DbE2/ffI9te15+/gGsB5puh++3rNwSksP7jDHSUjsMWWWUNiIqqcvzFBVLWNBolhBkUe6oKjEHhiekW4wrymxo+5Y5TGQleC1VDGENNI38oEsIOBy7TUtMCW0zycF0GlGp8NknX/Dud/fsdgXmR1hnGt9jimYYZ1zTYO1ca6KVc6VMPZ9UpzkL1aOUSM5yk+UiC31DqSMLAdtrawhJxkHWObGqYIgR1nz+4qUCnLOcUI2o6oRqJCB9ikbSyUVan6qgJ6Zcw54FWaex9XQsWXqWQusc6xoIZIwTbKGhUGo0136f8KtAMaySrz2vmY3SMn5ypgq15NDltKbxllQsMQmuL8WFtpOA7LIE2t7iLjakKZKGRAzgiwafWZMiKdC5CJElWXyxNM6Sbapm6MimbRnmmc43tLYnRAhRlHtGCyCBuLCxoK0SpSJQwl+H6GeZIqUI4ejqZkv0jkV5do9H3LXDbj4GZVjmHyhpQ1gz6dij9EzKIvIqSKapCFVEBS2jWpk8jMtKfP9A2zWkVAjLQimKYcw0D6DKwnwauLq+5PXHn/Ddt9/SNoUXH8ihate23M/v6RbLRx99AqcTb9+85fnr17ipZzjOhCWz7RpmFPtm4Pb9wMVVT66FUvaAioAirIGLzjPMiTVETuPCtmm47Nqq8pTor2UJbJqedW+wbWFUorpururzoGShwqyJIyeMtYRgGI+R5WQYHiKnh5lxiCxrftISUHh6PzKePANJzotL8XCfVeOcf55KPTkSzpMjOIt55LeWojmnX5a6+EhF9rVnIZEcCnjySlutmFfhJ+caf6e1oAV1FfPMoYAuNF72fOlPxry5Fk3JV6iwACf3pzW67jMt1sroVVVBTuMdjfcY78jWkHTtMrVCW1H9F6qNLSdIWULs67NJZ4vK0BhNYwyt9nTW4WrBzOtCmiNhWlkmERCGccGYgm6MQB2oRf4MJqgd+FKpQWd0ovsZW8nPFsywJrz3MmdOK63xhJoI0vmGFJOEheZISYFSLMSIuza8+DBz+Xnh+sVHTPfv+Oj133E6fMPmasf/8u/+N65fvuRvP3vJN3cjr543eO0IwyP7x5kwwPt3dyjV8PHrZ3z9f/7fXFx9yqd/+zn7H7/ny//nW3ZXDbe3gWGfUZuFZx9tOY0zikwsFTyeEmtSZIKkkNQRpHditBXhjEUZTdNsOBwfxWqSC88vbrh/OHKz69ifFrSJ0HTEIr6tm8uenBNX1zsaKwq13bZjd7Ej2kh0luuXPa7Z4p3HK0UcEvv7CDmR0gNkRzGWWLLgxupNQBUtlVwv+iypg4Yq1omVE2kMymhaf76DJG1FAxebDmMsY5gYFoESU+rp1SjZJ+Z6kyTxq8Uop+jWOyKShwgSdeS1yNOXFJkWkZI3VtN7i0tCRMpOsSwZVxKdh1wEAq+VwThL4wwhFtCadUx0l5a2N+Qp4JwnoVlLwqnI9vIjDsMRpY9YU7CmoHWmsR6yFyXjtuH65Q2ozOMPe65aj32+I16uPK4B1gds0QTvuUug0wh4USE7iGqilJXtZsfV7jU/3L6RPS8tNnUY7fFe9r3O1QKrMms80paMjQ6fPbq4/9Ka9V/1NR0K6oMN2lvGZebmaktwmvLsl5TcMi2F4+mRpLYYk3jz44/s3x0Iq6txgelp+nHev+UsdiE52ImiMayZlGQvra0I5VJS3L0PtE7zv/7P/ztf/P1Lvvj8C1682vH7333Fu7c/8vrZK7YvXuHaa/bDe7SGT379GRcve/74m69pN9dof8S0gXg7M92f2G4MD9PC4+2Ji67hOEzCPtWi2J9XhTcGqzRt14lIrXaLSokwbQ4RY0Rdvw6RaVxY5khImeE0c/15of/gOdt2y0AUb2LKhFnx+Gbiuy/fc//+xHBc5fdFsbOdI8iUMgI2V2dl6ll5Xu0jFQDxhKosPPG5zwr0ppFDb6l7xUzCKMSaouWZFZM4AEKRP1wKw1kYZIhJ7DbeO8YlogtiG6mip6Qq2zmIpayzhq6xFCXJPqV2lPKEEmGXsZaub+kaT9t4vHPkIqkhuUhGZihgjKNpO/TWETtDtIqsCqFEIkn88wVSFNFSjoWWjquuZdN04kktmRZNi4b9yHocmIeJdVqIIRLWyHSamNeV3a7n4uUFBI32FpvlueSyCBmlw3QE63gc3tW1VmJZR5S6/LP30M+zZKuAg3PLrhAJfZGgVaeVYNBKoShN11iUgsvths1mpGszjZnJdkPTXnK4+wMh9hxPe15//CmXrabXFkqivWi5XzL3w8IyjeQl8/LlFc40hBFWu/Lm+7eMt7fcfNTinSZMhWfXL7Bbx0F/x92djPitBWc181LVZDqjlJbTiVVPIxKvHSFkrFKcxhMFaJ0hxMy0rqJ0I6HqTjPHSIoRq0WZlRIoA963GFNonKLbaPzzDeW6JbkFo+GD6xu22vF4PJHWRDEVdKwtIYzMSyFlBSrX7lHMIgYj7FZ4spoY5CZXWjyTGshJToGaWHdNmjVBDolhXolPqeSCwTLGCvhcvjCBAKqgjCy+5b3UPQcRcsRYB1URW2KpDwRR9RmAnOmshO+mVSg/TWNEgZsLtlp9vBVVXzKiWHbWoloRNjXekbNG5Ywuib7tOE6CMNPa/hRl5ppKOjF0fYP2jrCuTO8nGmNIrWJRhTknfIrYLHv4NYsZZ4wTSxzILGz7jm2/qfumhMYSE4Q80zvYtj1ds5HTsy44HRinxBgK2loMDvtXEiCNVXUFZtClZ1onrNuQg+GwZFIYRVW9JE6HA/MQWSZhx4qPl7qPk84m50hIBasdqWR0qdACI1mz1lDVqXJyN86yrIHTI7x7+4DffsVHLz/i00+e8Zvf3PIuv2G36bjsLpmalsNwQg2OZnfBq199yvHNPX2zYz69xepC6yz3h5FuY3g8Bcpcc2FTjZvSRjYZGrrWirZgzaQoqwZrZGxorME4x2maZZLgFOu6Mk8zKUfsDwrVNOjrLVjLxlsyCq0T1697QnhBToplfmCeZbcoY0sjW8a6yklIwSm5PP1ctNWoJ2/rGe9XlbJVrKhryHHJqe4+FanoqqiXQ3BRgiy0Rlc9gzwvZHIqngljkGJIpnGasIry1FDkEK0gRJ6UvSDPycZaPAJ5kFCLOpJVWXQHaIq2hCxJH86K7SWsgRQjsVrYYklY5YkKFgpTCkwpsVaakaA8PU5bQg70xrNrGjbO0VBgzbiYUUtgOs4sh5H/r71z6ZHkuK7wF8/MrKru6unp4ZgkCNu07LVh+P//Am0lCAQlUhyJnHf31Csz3l7c6KEWEjGAARsE8qx609UodEZGxL3nfmc+XpjnQEoCUYhJDiyXc+Dw+gNTSIzlGr8bGLWmOAnNiDXJzLt8XUrJGCVBDJfl+I+X0C+tL2flVKJVpqHIrTBai9Iym1iL6qn2msFpjIKUK+iMN3sm41geztw9/XfQcLnc890PPzFMiaud5d0yc3N3x5V3cHXmm28PhFKgOXY7g7cTP/7xB776+jcclnfkMLMcA/s7x83dZzx9csef/viGl+9ekW47ds1Z9tuROUfqHKm9Ka6dAQo0j6oNbTRLjJAb23HgMi+MXpBOSmsuMUleZjP40aOQ25tRj5mOI5MYTtG64q1md7fh+ukT3PWeQ7znHI8YXfDjBh0dl+UdtTXiPHO+P1Jy5HwOxCWRk5KxDCUEHI1sIgbIj2abJr1FrfrpvgOZUVJWVb001pQkmOScyEX6jrLoZNEoGq0qjBKjTVMZrWRsRtHIrcnwcR+YLg1cN/eopMk1y/c2WdyRehC7NxbvKrE0Hmk929ETonBlY25sR+n/VdNYQsI0If3UqqBmxrEju2piGncs4xUxz4y9dGytZZoGrB2wVvpPftQMVxtyKqT7hbJVFG/JeiRSGJrBtQuYgSVncovS99qM7K+fYJzh/v1bvBlo1XKOiUohW40xG65Hx84qao7QIsY6YvVovZOeYJv/13vZ/4XmD4V4DiwHiLsryAO2DBwugZY0g4rUnGlEtDLEmFnOvVtQMto4lBL8WipFkjya6tSXirZOZm5LkZJYlnleaXMI9s05y3ysfHi1MFy9xRnF05vP+Nevn/PNN9/jX7/k2edb9l8+p90k7t9nbE6M2w2bf648vHrHsLGcHk4oKuFSGK4tzmtyQMYclOAgqQXXsXDnOWFNE+dstsTQgwGcg9Y+uudTTqis0SGjzIxPFusU413EbAtJOxgrDg9+IN2cqXVLrZBCosSDVLNUn7R8LFcjoxhS3u83yyZcWdP/dq2gkBuWUUB9zKXU0B22KGlxaOg+hMebrEbpIluPoiPp6keTSumQGbSMplmj0IbeF62MyjB4hdKNpUg16/H3Sql4o+Xd2D9PkKIFiUosjEMFawg5AQ1rHX70gk4FYgzEbKlFE4rlXAQUEGqVCp+zeCVwAaM0zhtGLGNVDKFgcqbOgTwn8hw5PpxYYiSESEpF3nd9IgAjbanTw4mahAcw5h2brcM5jTeWk2rMRQw+uhurRj/RgJCXf7iGftkl2yypBkyvu9OENFNqpaQiQZyOTgCx1JIYRkfTB8bbG7kmp8Bnn3/BX/78ArsZefHnb7neOdK5yFyPBTVafvzpLTVobreWV69fsvvic3bbke/+8Duuv/5PvJk4Lyd+81//wnb/BZeHyO9/+w3ff/tX1AT+KeQocVL72y3vXlyEPFQNgxUrubPuY8zPEgqlSN5irgnb6+wxJXaj43CZGayVNG87UHPhPF/YjSOqZVpNjNstlIwzhu2Vx99uSM5wOr2FTeDKKPa7Da/eviYVRakJaxVzaDg3crw/c3wfyKHPKyJzTo+DGJXSZyXlWVdNbs/yD65QJLhZabFKy/4teLymZKaUx2a8nANlIVT5WWnTb6bibFa99wmKWAuaJhZzFLlktpNFa08ojYgkpgteUqGNg9LBDQ1U7szHmtgOgu0LpeBKxajOrdWaOTYuMbLZjswXIfGM40hMgWE7cr0fOT1ElkXKLM5aGZD2nsF7mtIoY/D7AYtk4oWSiaFRBk1SmhATqgSU67DrmrHOs93eMG2u+fDwhg+nAzv3lJYlODmrBqZiBw06ompiZxSqaGyxKDVgmoFS0erX4ZI9HhdOb0/cPdszDgNKW9pSsNVzPD5QTCDEQApwuD8DnerVTH8mm+QOVpkBbNV0U0ohFwlAV70vZDoVKBfBZ9bHQxhgMJzvhep1yWe2KfP5P33FnAo//PAjxyXzH/v/Zpgqt0/gctlRU0SpAb8puIfCNPUQ+9cQjgVrNSn0AySSoFNLIzaJ70u5cplnprEwDq6HxcshFKVZQma3HTGDRzcZyzpdIpuxMc2F8LCwv7tBbTwhZ/Ybi6pbJhOI0wNXzwzPwo3QcF416pKlhE1HhnY2q6L3/5AAdd03xMdEIDH6NdnxHkc1OvDAKPkfVLqjlh6g3WeeH3mx9BlpoS6J6Y/a6V3UvhELSq/UQq7C3TVonJXLxeMtvdTKEiPNdMKQM51ZqyhFjgKteywG0xNsqiTCOO9Q1vdKVaG0hEI4sZXWY8OatHaUZVSGqUKrGdMqQ8nYItCSEjPpEljOC8sSuJxmQgiknPqh39B6ZqhCqqEpZeIScaeA7yQn76WvmosilEAryEHfjihj2Y5XbB/HFP6Ofpn0oxW6972c05hqUBhKXrC69PEShVGV0rJ02Wrl+vkO7fccjt/y/NkzlFHM6ch5Dgwbze2Tka3RtGoZSuT1uyN//f6Bu5s94f0brPe4zchPf3nJ6fCaRc3srq5wNnL75Zek0PjuT7/jzU+vqGQslkkZTFVYk5muRijSO1C6gjI9IQO0hSUXiZvRWoJrq9xeGlIWdFYYi6MyUBqFQs2JViuXGNi4bgCh4kbDMHjMoCiD5nUIDNNMbkch6auB6+2elw8PJAv72y1mHIjDBTtZcrsnvEzojriTk+FjGVbCYbVCsFu6l1/7SVObn8kgWtwF1L85A9IPOhJwpqTsqqXsa7W87FJJgEKXx8X7+Gk/nyydsSjVyKngfWZw3Y6OUDSUUsSU8baxM6CtJia5KYdSGKySxWOEV5mbo4SMd4XrwTPHRA4ZYzRxLmy0JGPEOTBsJtT1lvlwIi+JYX8l40YKgdvvPWbrUd6jncZ4j54XXCmMVnPJgSXOvXa9EFJGK40fRkItvH/3nuPxQCsGrEcpjbeN0XvGyWJ1ouQLUSUsiiE6xjjIc7EcqaHQjOLXoESjOogtkSKgIlX3U3nIHM4n7Gg4vDqwnCKX9xHVZ3TVo4u7PxeNBiWJMa2/vMWwJuXEGAODn8SN3qqgzirizLSWGBuntzO3XzUOlxfc3f4bz5/dkVLicrrw5scHrF24u7WMrtHshFYTsTaGpy8Yo+J4OGONZomlc2WLzNhpGalQSkqBlxCZnKNZzWlZyKXgjZXcXlTnS2tKzEy7AWc0sWfG5tzkmT0m9HFmHB1zrGxcYxi3zHPBm4j3H5h2ipu7ibAUajmzhNzNJLWj6T6CgD6GYKO0hDJ/5LQCVUlbpDtnlRL8H0oMgLW0Pn6iO2FL1rpI+qMKPvZrS5PvoHp+6eBkhhEtZLGQcmdt91G5bhhSyM1bKyW3oirtF+8MTRlSlD6otXIkN0rhvKe1hhssfvJob6la0cZGnaQVU5o0nLZe4bUkH03KMDSFC4maBOtZYxEDVSyUnIkxEZbEHBLnOYqxMEZhAyvxpnx0Pisjs+lJCUFu9jB6nJO+bNae7ATxGVKgaYkktOZnbN7fk2q/sJuuWrVq1apVq0S/DqbXqlWrVq1a9f+sdcNctWrVqlWrPkHrhrlq1apVq1Z9gtYNc9WqVatWrfoErRvmqlWrVq1a9QlaN8xVq1atWrXqE/Q/RqvhdDgbQMkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dblock1 = DataBlock(blocks=(ImageBlock(), CategoryBlock()),\n",
    "                   get_y=parent_label,\n",
    "                   item_tfms=Resize(460))\n",
    "dls1 = dblock1.dataloaders([(Path.cwd()/'images'/'grizzly.jpg')]*100, bs=8)\n",
    "dls1.train.get_idxs = lambda: Inf.ones\n",
    "x,y = dls1.valid.one_batch()\n",
    "_,axs = subplots(1, 2)\n",
    "\n",
    "x1 = TensorImage(x.clone())\n",
    "x1 = x1.affine_coord(sz=224)\n",
    "x1 = x1.rotate(draw=30, p=1.)\n",
    "x1 = x1.zoom(draw=1.2, p=1.)\n",
    "x1 = x1.warp(draw_x=-0.2, draw_y=0.2, p=1.)\n",
    "\n",
    "tfms = setup_aug_tfms([Rotate(draw=30, p=1, size=224), Zoom(draw=1.2, p=1., size=224),\n",
    "                       Warp(draw_x=-0.2, draw_y=0.2, p=1., size=224)])\n",
    "x = Pipeline(tfms)(x)\n",
    "#x.affine_coord(coord_tfm=coord_tfm, sz=size, mode=mode, pad_mode=pad_mode)\n",
    "TensorImage(x[0]).show(ctx=axs[0])\n",
    "TensorImage(x1[0]).show(ctx=axs[1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking and debugging a DataBlock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.show_batch(rows=1, cols=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting-up type transforms pipelines\n",
      "Collecting items from /home/sgugger/.fastai/data/oxford-iiit-pet/images\n",
      "Found 7390 items\n",
      "2 datasets of sizes 5912,1478\n",
      "Setting up Pipeline: PILBase.create\n",
      "Setting up Pipeline: partial -> Categorize\n",
      "\n",
      "Building one sample\n",
      "  Pipeline: PILBase.create\n",
      "    starting from\n",
      "      /home/sgugger/.fastai/data/oxford-iiit-pet/images/american_bulldog_83.jpg\n",
      "    applying PILBase.create gives\n",
      "      PILImage mode=RGB size=375x500\n",
      "  Pipeline: partial -> Categorize\n",
      "    starting from\n",
      "      /home/sgugger/.fastai/data/oxford-iiit-pet/images/american_bulldog_83.jpg\n",
      "    applying partial gives\n",
      "      american_bulldog\n",
      "    applying Categorize gives\n",
      "      TensorCategory(12)\n",
      "\n",
      "Final sample: (PILImage mode=RGB size=375x500, TensorCategory(12))\n",
      "\n",
      "\n",
      "Setting up after_item: Pipeline: ToTensor\n",
      "Setting up before_batch: Pipeline: \n",
      "Setting up after_batch: Pipeline: IntToFloatTensor\n",
      "\n",
      "Building one batch\n",
      "Applying item_tfms to the first sample:\n",
      "  Pipeline: ToTensor\n",
      "    starting from\n",
      "      (PILImage mode=RGB size=375x500, TensorCategory(12))\n",
      "    applying ToTensor gives\n",
      "      (TensorImage of size 3x500x375, TensorCategory(12))\n",
      "\n",
      "Adding the next 3 samples\n",
      "\n",
      "No before_batch transform to apply\n",
      "\n",
      "Collating items in a batch\n",
      "Error! It's not possible to collate your items in a batch\n",
      "Could not collate the 0-th members of your tuples because got the following shapes\n",
      "torch.Size([3, 500, 375]),torch.Size([3, 375, 500]),torch.Size([3, 333, 500]),torch.Size([3, 375, 500])\n"
     ]
    },
    {
     "ename": "RuntimeError",
     "evalue": "invalid argument 0: Sizes of tensors must match except in dimension 0. Got 500 and 375 in dimension 2 at /opt/conda/conda-bld/pytorch_1573049306803/work/aten/src/TH/generic/THTensor.cpp:689",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-ead0dd2a047d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m                  \u001b[0msplitter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mRandomSplitter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m42\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m                  get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'))\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpets1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msummary\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;34m\"images\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/git/fastai2/fastai2/data/block.py\u001b[0m in \u001b[0;36msummary\u001b[0;34m(self, source, bs, **kwargs)\u001b[0m\n\u001b[1;32m    170\u001b[0m         \u001b[0mwhy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_find_fail_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    171\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Make sure all parts of your samples are tensors of the same size\"\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mwhy\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mwhy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 172\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    173\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    174\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mf\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mafter_batch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfs\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'noop'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/fastai2/fastai2/data/block.py\u001b[0m in \u001b[0;36msummary\u001b[0;34m(self, source, bs, **kwargs)\u001b[0m\n\u001b[1;32m    164\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"\\nCollating items in a batch\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    165\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 166\u001b[0;31m         \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    167\u001b[0m         \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mretain_types\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_listy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    168\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/fastai2/fastai2/data/load.py\u001b[0m in \u001b[0;36mcreate_batch\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m    124\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mretain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;32mreturn\u001b[0m \u001b[0mretain_types\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_listy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    125\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mcreate_item\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;32mreturn\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mit\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 126\u001b[0;31m     \u001b[0;32mdef\u001b[0m \u001b[0mcreate_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfa_collate\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfa_convert\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprebatched\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    127\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdo_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbefore_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    128\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mone_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/fastai2/fastai2/data/load.py\u001b[0m in \u001b[0;36mfa_collate\u001b[0;34m(t)\u001b[0m\n\u001b[1;32m     44\u001b[0m     \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     45\u001b[0m     return (default_collate(t) if isinstance(b, _collate_types)\n\u001b[0;32m---> 46\u001b[0;31m             \u001b[0;32melse\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfa_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSequence\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     47\u001b[0m             else default_collate(t))\n\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/fastai2/fastai2/data/load.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     44\u001b[0m     \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     45\u001b[0m     return (default_collate(t) if isinstance(b, _collate_types)\n\u001b[0;32m---> 46\u001b[0;31m             \u001b[0;32melse\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfa_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSequence\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     47\u001b[0m             else default_collate(t))\n\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/fastai2/fastai2/data/load.py\u001b[0m in \u001b[0;36mfa_collate\u001b[0;34m(t)\u001b[0m\n\u001b[1;32m     43\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfa_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     44\u001b[0m     \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m     return (default_collate(t) if isinstance(b, _collate_types)\n\u001b[0m\u001b[1;32m     46\u001b[0m             \u001b[0;32melse\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfa_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSequence\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     47\u001b[0m             else default_collate(t))\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/collate.py\u001b[0m in \u001b[0;36mdefault_collate\u001b[0;34m(batch)\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0mstorage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstorage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_shared\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m             \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstorage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     56\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__module__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'numpy'\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'str_'\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m             \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'string_'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mRuntimeError\u001b[0m: invalid argument 0: Sizes of tensors must match except in dimension 0. Got 500 and 375 in dimension 2 at /opt/conda/conda-bld/pytorch_1573049306803/work/aten/src/TH/generic/THTensor.cpp:689"
     ]
    }
   ],
   "source": [
    "pets1 = DataBlock(blocks = (ImageBlock, CategoryBlock),\n",
    "                 get_items=get_image_files, \n",
    "                 splitter=RandomSplitter(seed=42),\n",
    "                 get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'))\n",
    "pets1.summary(path/\"images\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.507915</td>\n",
       "      <td>0.346208</td>\n",
       "      <td>0.113667</td>\n",
       "      <td>00:18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.489214</td>\n",
       "      <td>0.298571</td>\n",
       "      <td>0.083897</td>\n",
       "      <td>00:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.310097</td>\n",
       "      <td>0.256263</td>\n",
       "      <td>0.077808</td>\n",
       "      <td>00:23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fine_tune(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cross entropy loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x,y = dls.one_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorCategory([36, 30, 29, 14,  3,  9, 30, 11,  2, 22,  7, 12, 36, 32, 17,  5,  0, 26, 20, 32, 21, 13,  4, 11, 15,  3,  7, 19, 13,  4, 21, 30, 25,  6,  8, 31, 19, 32, 25, 28, 28, 34, 18, 25,  4, 25,  8, 22,\n",
       "        17,  1, 17,  4, 17, 24, 33, 24,  8, 17,  4,  7, 33, 26, 15, 19], device='cuda:5')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "tensor([7.0189e-08, 2.0210e-06, 1.2490e-05, 4.2460e-08, 9.0677e-08, 1.8467e-08, 1.8770e-07, 2.4498e-06, 3.6887e-07, 1.6991e-09, 3.1294e-07, 2.5625e-08, 2.8132e-08, 1.0406e-08, 1.3571e-08, 2.2279e-07,\n",
       "        1.2399e-07, 8.8249e-07, 1.7454e-06, 2.5205e-07, 1.0857e-08, 2.5344e-08, 2.7149e-05, 6.2965e-07, 2.7156e-08, 1.1883e-08, 1.2782e-07, 1.4887e-08, 6.0675e-06, 3.1734e-08, 1.5129e-08, 1.3510e-08,\n",
       "        1.0872e-06, 3.5293e-08, 4.1322e-08, 5.2989e-08, 9.9994e-01])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds,_ = learn.get_preds(dl=[(x,y)])\n",
    "preds[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Softmax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log likelihood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_func = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.5130)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds = tensor([[0.3,0.7]])\n",
    "targs = tensor([1])\n",
    "loss_func(preds, targs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.5130)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F.cross_entropy(preds, targs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Interpretation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('american_pit_bull_terrier', 'staffordshire_bull_terrier', 8),\n",
       " ('Ragdoll', 'Birman', 7),\n",
       " ('Siamese', 'Birman', 6),\n",
       " ('Bengal', 'Egyptian_Mau', 5)]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interp.most_confused(min_val=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Improving our model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learning rate finder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>9.162289</td>\n",
       "      <td>45.667046</td>\n",
       "      <td>0.893775</td>\n",
       "      <td>00:19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>7.291376</td>\n",
       "      <td>3.592779</td>\n",
       "      <td>0.930988</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fine_tune(1, base_lr=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimum/10: 1.00e-02, steepest point: 6.31e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "lr_min,lr_steep = learn.lr_find()\n",
    "print(f\"Minimum/10: {lr_min:.2e}, steepest point: {lr_steep:.2e}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.071820</td>\n",
       "      <td>0.427476</td>\n",
       "      <td>0.133965</td>\n",
       "      <td>00:19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.738273</td>\n",
       "      <td>0.541828</td>\n",
       "      <td>0.150880</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.401544</td>\n",
       "      <td>0.266623</td>\n",
       "      <td>0.081867</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fine_tune(2, base_lr=3e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unfreezing and transfer learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.188042</td>\n",
       "      <td>0.355024</td>\n",
       "      <td>0.102842</td>\n",
       "      <td>00:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.534234</td>\n",
       "      <td>0.302453</td>\n",
       "      <td>0.094723</td>\n",
       "      <td>00:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.325031</td>\n",
       "      <td>0.222268</td>\n",
       "      <td>0.074425</td>\n",
       "      <td>00:20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fit_one_cycle(3, 3e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(1.0964782268274575e-05, 1.5848931980144698e-06)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.263579</td>\n",
       "      <td>0.217419</td>\n",
       "      <td>0.069012</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.253060</td>\n",
       "      <td>0.210346</td>\n",
       "      <td>0.062923</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.224340</td>\n",
       "      <td>0.207357</td>\n",
       "      <td>0.060217</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.200195</td>\n",
       "      <td>0.207244</td>\n",
       "      <td>0.061570</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.194269</td>\n",
       "      <td>0.200149</td>\n",
       "      <td>0.059540</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.173164</td>\n",
       "      <td>0.202301</td>\n",
       "      <td>0.059540</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(6, lr_max=1e-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discriminative learning rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.145300</td>\n",
       "      <td>0.345568</td>\n",
       "      <td>0.119756</td>\n",
       "      <td>00:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.533986</td>\n",
       "      <td>0.251944</td>\n",
       "      <td>0.077131</td>\n",
       "      <td>00:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.317696</td>\n",
       "      <td>0.208371</td>\n",
       "      <td>0.069012</td>\n",
       "      <td>00:20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.257977</td>\n",
       "      <td>0.205400</td>\n",
       "      <td>0.067659</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.246763</td>\n",
       "      <td>0.205107</td>\n",
       "      <td>0.066306</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.240595</td>\n",
       "      <td>0.193848</td>\n",
       "      <td>0.062246</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.209988</td>\n",
       "      <td>0.198061</td>\n",
       "      <td>0.062923</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.194756</td>\n",
       "      <td>0.193130</td>\n",
       "      <td>0.064276</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.169985</td>\n",
       "      <td>0.187885</td>\n",
       "      <td>0.056157</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.153205</td>\n",
       "      <td>0.186145</td>\n",
       "      <td>0.058863</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.141480</td>\n",
       "      <td>0.185316</td>\n",
       "      <td>0.053451</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.128564</td>\n",
       "      <td>0.180999</td>\n",
       "      <td>0.051421</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.126941</td>\n",
       "      <td>0.186288</td>\n",
       "      <td>0.054127</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.130064</td>\n",
       "      <td>0.181764</td>\n",
       "      <td>0.054127</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.124281</td>\n",
       "      <td>0.181855</td>\n",
       "      <td>0.054127</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "learn.fit_one_cycle(3, 3e-3)\n",
    "learn.unfreeze()\n",
    "learn.fit_one_cycle(12, lr_max=slice(1e-6,1e-4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_loss()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selecting the number of epochs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Deeper architectures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.427505</td>\n",
       "      <td>0.310554</td>\n",
       "      <td>0.098782</td>\n",
       "      <td>00:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.606785</td>\n",
       "      <td>0.302325</td>\n",
       "      <td>0.094723</td>\n",
       "      <td>00:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.409267</td>\n",
       "      <td>0.294803</td>\n",
       "      <td>0.091340</td>\n",
       "      <td>00:21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.261121</td>\n",
       "      <td>0.274507</td>\n",
       "      <td>0.083897</td>\n",
       "      <td>00:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.296653</td>\n",
       "      <td>0.318649</td>\n",
       "      <td>0.084574</td>\n",
       "      <td>00:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.242356</td>\n",
       "      <td>0.253677</td>\n",
       "      <td>0.069012</td>\n",
       "      <td>00:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.150684</td>\n",
       "      <td>0.251438</td>\n",
       "      <td>0.065629</td>\n",
       "      <td>00:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.094997</td>\n",
       "      <td>0.239772</td>\n",
       "      <td>0.064276</td>\n",
       "      <td>00:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.061144</td>\n",
       "      <td>0.228082</td>\n",
       "      <td>0.054804</td>\n",
       "      <td>00:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from fastai2.callback.fp16 import *\n",
    "learn = cnn_learner(dls, resnet50, metrics=error_rate).to_fp16()\n",
    "learn.fine_tune(6, freeze_epochs=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
